{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "38919a09",
   "metadata": {},
   "source": [
    "# DAY51\n",
    "\n",
    "作者微信：shujinxing777\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbc5265d",
   "metadata": {},
   "source": [
    "之前有同学问我之前对于权重的可视化有什么意义，我们现在来引入这个概念，从权重的初始化到权重的可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef5bffea",
   "metadata": {},
   "source": [
    "随着学习的越来越深入，有一些基础的概念我们往后就绕不过去了，还是得把基础打牢，介绍下这些概念。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e97031a9",
   "metadata": {},
   "source": [
    "## 随机种子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28d3dcc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型参数:\n",
      "linear.weight: tensor([[ 0.3268, -0.5784]])\n",
      "linear.bias: tensor([0.6189])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "# 定义简单的线性模型（无隐藏层）\n",
    "# 输入2个纬度的数据，得到1个纬度的输出\n",
    "class SimpleNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SimpleNet, self).__init__()\n",
    "        # 线性层：2个输入特征，1个输出特征\n",
    "        self.linear = nn.Linear(2, 1)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # 前向传播：y = w1*x1 + w2*x2 + b\n",
    "        return self.linear(x)\n",
    "\n",
    "# 创建模型实例\n",
    "model = SimpleNet()\n",
    "\n",
    "# 查看模型参数\n",
    "print(\"模型参数:\")\n",
    "for name, param in model.named_parameters():\n",
    "    print(f\"{name}: {param.data}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f2bd21e",
   "metadata": {},
   "source": [
    "### 随机种子\n",
    "\n",
    "之前我们说过，torch中很多场景都会存在随机数\n",
    "1. 权重、偏置的随机初始化\n",
    "2. 数据加载（shuffling打乱）与批次加载（随机批次加载）的随机化\n",
    "3. 数据增强的随机化（随机旋转、缩放、平移、裁剪等）\n",
    "4. 随机正则化dropout\n",
    "5. 优化器中的随机性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a0ad831",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import os\n",
    "import random\n",
    "\n",
    "# 全局随机函数\n",
    "def set_seed(seed=42, deterministic=True):\n",
    "    \"\"\"\n",
    "    设置全局随机种子，确保实验可重复性\n",
    "    \n",
    "    参数:\n",
    "        seed: 随机种子值，默认为42\n",
    "        deterministic: 是否启用确定性模式，默认为True\n",
    "    \"\"\"\n",
    "    # 设置Python的随机种子\n",
    "    random.seed(seed) \n",
    "    os.environ['PYTHONHASHSEED'] = str(seed) # 确保Python哈希函数的随机性一致，比如字典、集合等无序\n",
    "    \n",
    "    # 设置NumPy的随机种子\n",
    "    np.random.seed(seed)\n",
    "    \n",
    "    # 设置PyTorch的随机种子\n",
    "    torch.manual_seed(seed) # 设置CPU上的随机种子\n",
    "    torch.cuda.manual_seed(seed) # 设置GPU上的随机种子\n",
    "    torch.cuda.manual_seed_all(seed)  # 如果使用多GPU\n",
    "    \n",
    "    # 配置cuDNN以确保结果可重复\n",
    "    if deterministic:\n",
    "        torch.backends.cudnn.deterministic = True\n",
    "        torch.backends.cudnn.benchmark = False\n",
    "\n",
    "\n",
    "# 设置随机种子\n",
    "set_seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4e19c02",
   "metadata": {},
   "source": [
    "介绍一下这个随机函数的几个部分\n",
    "1. python的随机种子，需要确保random模块、以及一些无序数据结构的一致性\n",
    "2. numpy的随机种子，控制数组的随机性\n",
    "3. torch的随机种子，控制张量的随机性，在cpu和gpu上均适用\n",
    "4. cuDNN（CUDA Deep Neural Network library ，CUDA 深度神经网络库）的随机性，针对cuda的优化算法的随机性\n",
    "\n",
    "上述种子可以处理大部分场景，实际上还有少部分场景（具体的函数）可能需要自行设置其对应的随机种子。\n",
    "\n",
    "日常使用中，在最开始调用这部分已经足够"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5585fe1",
   "metadata": {},
   "source": [
    "## 内参的初始化\n",
    "\n",
    "我强烈建议你自己在纸上，用笔推导一下简单的神经网络的训练过程。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "060db0c9",
   "metadata": {},
   "source": [
    "我们都知道，神经网络的权重需要通过反向传播来实现更新，那么最开始肯定需要一个值才可以更新参数\n",
    "\n",
    "这个最开始的值是什么样子的呢？如果恰好他们就是那一组最佳的参数附近的数，那么可能我训练的速度会快很多\n",
    "\n",
    "为了搞懂这个问题，帮助我们真正理解神经网络参数的本质，我们需要深入剖析一下，关注以下几个问题：\n",
    "1. 初始值的区间\n",
    "2. 初始值的分布\n",
    "3. 初始值是多少\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27a71263",
   "metadata": {},
   "source": [
    "先介绍一下神经网络的对称性----为什么神经元的初始值需要各不相同？\n",
    "\n",
    "本质神经网络的每一个神经元都是在做一件事，输入x--输出y的映射，这里我们假设激活函数是sigmoid\n",
    "\n",
    "y=sigmoid（wx+b），其中w是连接到该神经元的权重矩阵，b是该神经元的偏置\n",
    "\n",
    "如果所有神经元的权重和偏置都一样，\n",
    "1. 如果都为0，那么所有神经元的输出都一致，无法区分不同特征；此时反向传播的时候梯度都一样，无法学习到特征，更新后的权重也完全一致。\n",
    "2. 如果不为0，同上\n",
    "\n",
    "所以，无论初始值是否为 0，相同的权重和偏置会导致神经元在训练过程中始终保持同步。（因为神经网络的前向传播是导致权重的数学含义是完全对称的）具体表现为：\n",
    "\n",
    "同一层的神经元相当于在做完全相同的计算，无论输入如何变化，它们的输出模式始终一致。例如：输入图像中不同位置的边缘特征，会被这些神经元以相同方式处理，无法学习到空间分布的差异。\n",
    "\n",
    "所以需要随机初始化，让初始的神经元各不相同。即使初始差异很小，但激活函数的非线性（梯度不同）会放大这种差异。随着训练进行，这种分歧会逐渐扩大，最终形成功能各异的神经元。"
   ]
  },
  {
   "attachments": {
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"
    },
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8eRs2bDh06FBWVlZlZSWLxSorK1u9enVwcDCZTEZ6/e3bt2jI9IleALhamAAm0GIJYL3eYrsOVxwTwAT+IgG5XF5SUnLjxo2DBw8uWbJk5MiRMTExAQEBzn9M7u7u7dq1i4yMbN++fXx8/Pjx41evXn39+nW5XA7mXtDrUqn04cOHO3bsGDFiRJ8+fQYNGgTx1+WNCfQ6WHmRKVej0XC53JKSkszMzG+//XbixImxsbGtW7cOCQnp2LGjt7e3U2MKDQ3t37//V199deLEidra2mfPnmVkZCQlJXXu3DksLGzWrFmXLl2CpiMJC1NdGQxGVlbW119/HR4eHhoaGh8fv3jx4uzs7Pr6+jt37mzfvn3s2LFxcXHt27dv27atn5+fl5dXq1at/P39w8LCkpKStm7d+ujRIzabrVAoQAdXVFTcuHFj165dkyZNio2NDQ8PDwgI8Pb2btOYfHx8OnfunJSUtH79+itXrlRVVYGt3cDETrSygwOPWCwuLy9PT09funRpYmJi7969O3bs6Ovr6/XHFBIS0q1bt1GjRq1du/bq1as0Gk2r1RKVOuTBuq9UKmFMsmrVqr59+0ZGRiYkJMyaNev27dtcLhfcmaA7QKMjpc7n82tqarKzs7du3ZqcnBwTE+P9xxQUFNSrV69x48YtXLjw1KlTDx8+fPbs2YoVK4KDgx0cHFxdXTt27Lh7926s1//i5Yg3xwQwgb9AAOv1vwALb4oJYAItjgAKV6LT6Xg8Xnp6+oIFC/r27RsSEuLq6urm5ubk5GTbJNnb21taWpJIJEtLSx8fn88++2zPnj1cLhckO4hOoVCYlZW1YMGCoKAgCoXSqlWrESNGHD16FCYvGqh24KZSqcrKyk6cOJGSktKhQwc/Pz9nZ2crKysbGxt7e3sTExNTU1MymUyhUFxdXclkcr9+/Y4dO7Z///7FixcHBARYWVlZWFh06tQpNTWVz+fL5XKhUMjn80UiEVh2hULh1atXJ0+ebGVlRSaTIyIiZs+e/fPPP9+6dWvhwoXx8fE+Pj42NjampqaOjo42NjakxmRiYmJpaenn59erV69ly5ZlZWVpNBqFQkGlUi9evLho0aIuXbp4enpaWVlZWlpCbR0cHBwdHZ2cnMhksoeHR48ePZYtW3b79u26ujqiGkZmbAN/mJycnHXr1o0aNapjx46enp7+/v7e3t729vYG/WBvb+/s7Ozr6xsfHz9nzpwLFy5UVlaClzlRtYOTvVqtrq+vv337dnJyso+Pj6OjY1BQ0LBhw65evcrhcPR6vUqlAkM7DCfQbISqqqqMjIzZs2d369bN09PT0dHR7o8JqkGhULy9vUeMGLFu3brLly/PmzcvODjY3t7e1dW1U6dOe/bswf4wLe7mgCuMCbQgAlivt6DOwlXFBDCBv0AAOTqDbZXJZD5+/Hj16tX9+vXz9va2s7OzsbFp06ZNdHR0wh9T7969e/ToERER4enpSaFQPD09IyMjN23aBF7dyFosFAqzs7PnzZvn6elpYWFBJpOHDBny888/w8xFWWMC1Q4O6Dqd7vXr18eOHZs2bVpUVJSFhQWoah8fn/bt28fExHTp0iU2NrZnz54dOnTw8fExMTHx8/ObOHHijBkzRo0aZW9vD/I6LCxsxYoVdDpdLBbzG5NYLAZDO4/Hu3DhwtixY42MjExMTLy8vAYNGjRjxoyvvvoqOjraz88vMDCwXbt20dHR/fv3T0hIiI6ODgwMpFAoZmZmVlZWbm5uXbp0WbFiRXl5eXFxcVZW1pw5c7p06UImk729vdu1axcbG9ujR4+4uLiePXt26dIlMDAQRL+zs3O/fv22bt2al5eHzPOgj8HwLxKJ+Hy+Xq/ncDj5+fkrV66Mj48PCAhwdHQ0Nzf39fUNCwuLiIiIi4sb1Jh69eoVGRnp5eUFowsXF5fw8PAvvvjiwIEDZWVlQqFQo9FAnByIAAMOPA0NDXfv3p0wYYKHh4e1tXWrVq369Olz5coVHo+n0+lg4ikKnqNSqYRCYUVFxalTp+bOndu5c2cnJycjIyNnZ+fAwMD27dtHRUXFxsb27t27V69eUVFR/v7+Li4uISEhgwYN+uabb4YNG+bt7W1lZUWhUDp37vzDDz/g9ZL+wsWJN8UEMIG/SADr9b8IDG+OCWACLYQA+E6ggH1FRUU//fTT2LFjQ0NDLRuTh4dHv379FixYsOePadeuXVu2bFmyZMn48eN79erVoUOHqKiob7/9FizHyGYsEolu3769ePFiLy8vCwsLJyenpKSk9PR0CLkIeh3+lUqlXC63pqbm6NGjkydPDggIMDU1JZFIZmZm/v7+AwYMmDlzZlpa2pbGtG7duunTp/fp08fX15dCoXh5eXVtTGZmZrBLTExMWlpaXV2dUCiEuDQQCFKn09Hp9IyMjDFjxkD5FhYWgY2pVatWlpaWXl5egwcPnjdv3pYtWw4ePPjTTz9t27Zt2rRpPXr0cHZ2NjExIZFIRkZGcXFx6enpx48fT01NDQoKsrCwsLS07N2794IFC7Zt27Zjx47vvvtu69atixYt6t+/P4VCgVFEq1athg0bduDAgTdv3kB8G61WC3NhJRJJfX19dXW1Xq9//fr1ypUrY2JiQIgbGRmZmppGRkYOHz58xowZW7ZsOd2Ydu3alZKS0qNHD1Q+iURycXEZMmTIpUuXampqNBoNn8+HqcMqlQpiNTIYjMePH0+bNq1169Z2dnbu7u7du3e/evWqQCBQKBSwAKpSqQRjv1KprKqqOnjw4PTp06Ojo8lkMjQkJCRk+PDhU6ZMmT9/fmpq6q7G9PXXXw8fPjwyMtLNzc3Lyys+Pj40NNTBwcHExMTFxSUmJmb//v1UKhWvl9RC7g24mphAyyOA9XrL6zNcY0wAE/gYAhqNBuY+KhQKkUiUl5e3cePGDh062NrampqahoeHT5ky5dChQ7m5ua/flfLz8y9evHjw4MHvv/9+69atN2/eNNDrQqHwfXodJDsEAYQoh2w2u6ioaO3atd26dfPy8rKysiKRSJ07d547d25GRsaDBw/evHnz7NmzFy9evH37tqioKCsr69cQgZMmTfLx8WnVqpWLi4upqamRkZGVlVX37t03btzY0NAgk8mggShqDYPBOHv27Pjx462srIyMjMzMzFxdXb28vAICAgYOHLhs2bKzZ8/evHnz4cOHxcXFFY3p8uXLa9euTUhI8Pb2NjY2Njc3DwkJmT59+sSJEwcOHBgWFtarV6958+YdO3bs/v37BQUFr1+/rqioKCoqun79+oEDBwYOHGhlZWVsbGxjY+Pt7b148eKcnBw2mw0u+/BmQ6/Xi8ViGo1WW1t79uzZ0aNHh4SEgF738fHp27fv0qVLf/7559u3b7969YramEpKSu7fv799+/bk5OSIiAgXFxdjY2MnJ6fo6Oj58+dfuXKFzWbD3FatViuVSj9Gr4vFYhQFX6vVslisu3fvLlq0KC4uztnZ2dra2tXVNSYmJiUlZf/+/ZmZmfn5+a9fv37x4kVRUdGDBw9OnTq1Zs2anj17tmrVCl68IL3etWvXn376CXyBPubMxNtgApgAJvBXCWC9/leJ4e0xAUygZRCAmOUQj4XP51+/fn3RokWenp4kEsnc3Hz48OH79u0rLS0F4ytxeij4lshksvr6+rKysufPn0PgQtDrIJEh6GFubu477esGel2r1VKp1HPnzk2YMMHLy8vFxcXNza1169azZ88+d+5cQ0MDxD6HwDKwjJFEIqFSqUeOHAGnc6vGZGFhYWtrGxcX9+233zIYDFi+B01m1ev1DAbj/PnzycnJoIZNTU1tbW19fHzi4uI2b958584demNiMpkikQh2ZDAYt27dWr58effu3a2tra2srFxdXcPDw4OCgkJCQvr06fPNN9/cuXOntrZWJBKxWCwwIYPJ/M2bNytWrICwhmZmZiYmJsnJyWfOnGloaIAhBLCCFjEYjLy8vLS0NLBSW1lZOTg49OrVKy0t7fLly6WlpTKZDLVFp9Op1eoXL14cPXo0JSUF7PGOjo6+vr7R0dGbN29++/YtbA/R1kUiEcw3/YB9XSqVSiQScFvX6XRlZWVHjx5NTExs1aoViUQik8kxMTGLFi1KT09/9uxZXV0dIJLJZGKxWC6XU6nUO3fuLFq0KDY2lkKhODo6kslksK9jvd4y7gi4lphASyaA9XpL7j1cd0wAE3g/ATCrw8qgHA7n7NmzX3zxhZubm6mpqbOz87x583JyciBiN4rkTVwXU6fTSSQSkUiEFvgkanqlUikQCN6n14ku7LBM0osXL1auXNmhQwdjY2MymdyhQ4fk5OQjR46UlJQgUzQs7sPhcGCdJr1eX1JSsnnz5gEDBnh7ezs7O8N0zI/U62ZmZqamptbW1h07dkxJScnLy+PxeDKZDKKe83g8tJwqi8XKysr6/PPPXVxcrK2tTU1NjY2NLSwsWrduvWDBghs3bsCKQkKhEJzm0dxNkUh07NixUaNGBQQEwAzdkSNHHjlyhMViQbfQ6XSUZ7PZx48fHzdunJ2dHYlEMjU1bdu27ezZs7OysiDkIuwCc3khr1ar6+rqzp8//+WXX7q6ujo7O9vZ2RkbG0+dOvXZs2cwcoAFVsHWzmQyCwoKpk+f3qZNm6b+MAbTTB88eLB69eqgoCDwHWrbtu2XX36ZmZlZWloKEdzZbLZAIIChFKz2yuFwsrOzwZ/H39/f0dHR1NTUxcWlS5cu2B/m/Rci/gsmgAk0AwGs15sBIi4CE8AEPkECcrmcz+dDuG4Oh3P06NGRI0c6ODiQSCQnJ6cVK1Y8ffoU1BhoRPgX+ZZAQENwd4apq2jhUjC08/l80Ouenp7m5uaOjo7gv04U63K5HNZFunLlyogRI9q0aWNpaeno6NivX7/du3fn5+fzeDxAJ5PJNBqNWq0WiURg0NXr9Xw+/8GDByBAHR0dLS0tra2te/ToAf4wEHUR3gZAIQwGA6z4ILvNzc2dnZ3HjBlz9OjRiooKiKyC1l5Fc2FhBaV169a1b9/e0dHR2NiYRCJRKJQ+ffqkp6fDjrC0qlQqhYOi7i4qKtq8eXPnzp0dHByMjY1jY2NXrVpVXFwskUh0Oh0s5ASrEZWVla1duzYuLs7GxsbExMTNzW3ixIlHjhypqKgQi8VarRa9voAMjHPkcnlZWdmWLVvat2/v7u5ubW1tYmIyZsyYzMxMiPoC9m8wnLNYrCdPnsyYMeOdeh1i1aMg+teuXZsxYwbMtSWTyf3799+6dWtJSQmbzSY2ljiEg7WxTp06NXjw4JCQEGdnZzMzM2dn5+jo6B9//LGmpgb7r6MTA2cwAUygeQlgvd68PHFpmAAm8KkQkMvlAoEAnDE4HM6hQ4fA2RqcH0Cvw9qlxCXuQbWr1WqFQgFWW9QecIhHVnY+n5+TkwM+Nubm5mQyecyYMenp6QbxHCUSSWlp6d69ezt06ODp6Qkr7CQnJ+fl5UFAcShfLBaDNEShD5FjTFpaWkREhIODg6mpqaWlZbdu3davXw8Lr4K0RW4kTCYT+a8bGxtbW1u3adPmm2++efHiBYPBgMVHUXPkcjmLxaLT6UwmUyAQHDlyJCEhwcPDAyaehoWFzZ8/v7i4GNxg+Hw+YoUWfNXr9QKBICsrq2/fvjBf09/fPzk5OTc3l8lkwgsKgUAgEokaGhry8vI+//zz0NBQiNsYERGxa9eup0+fIo3L4/GEQiHM0BWJRBBnRq/XK5XKCxcuDB482M/PD6JJDhgwYM+ePW/fvgVWcrlcIpGo1WoWi1VYWDhz5syAgICm9nWInY/GZidOnBg5cqSNjY2VlVVAQMDs2bMvXLggEAhg1gGS6RBrH6DBgOrx48dTpkzp2LGji4uLmZmZk5NTx44d9+7di+PDoFMLZzABTKDZCWC93uxIcYGYACbwyREQCARnzpxJTk52dHQkkUjOzs5JSUn79+9/+fIlj8eDSDJgeCYKNRWzYN0AACAASURBVIVCIWlMCoUCwsIg4zQsKfpOvQ52ayTrxWLxq1evvv/+e5hkaWJi4u/v/9VXX71+/RpCHOr1elijlCgowcwPHjIZGRnJyckeHh5mZmYWFhaxsbHr1q2j0Whg7QY7NBBHeh2Cx0OYxV9DoDQ0NHC5XIlEAq8LYHyCWgc6/uTJk3379vXw8AD7+sCBAw8cOFBdXS2TySByokql0ul04F+E3kKw2exbt24NHTrU3d2dRCJ5eXn9ugrV9evXwYVdoVBALMvq6uorV64kJSW1bt3a1NTU3d29b9++J06cKC8vR0URucnlcqlUChZxuVz++PHjzZs3d+rUCQhERkampKQUFBTA6xG1Wg1vJzgcTlFR0axZswIDA21tbd3c3Lp3756Zmcnn8+G1gFarhcCOTCZz69atcXFx1tbWFhYWPj4+q1evzsvLgy2hI5qexLDv8+fPN27cOGDAADc3N3Nzcycnpw4dOuzevRvHX29KDP+CCWACzUUA6/XmIonLwQQwgU+XgFQqvXXr1tKlS8G+6+joGBERMXbs2J07d54/fz4nJ+fp06dVVVU8Hk8sFiOLL8T2htjhYGtHKlyhUPB4PNDroKSRfR2mjcKWSqVSLBY/evRo7dq1vr6+5ubmZmZmUVFRaWlpVCpVKpUCMjDcItMv2HRhzqVMJrtx48bChQth94+0r4Ned3NzS0pKOnv2rEAgEAqFoNcN3E4gHrlOp/t15c5+/fp5eHgYGRmRSKSkpKQLFy7QaDQ0ViEuUQRB6HU6HZPJ/OWXX0aOHOnl5UUikTw8PIYNG5aVlVVfXw+mcRDKZWVl6enpQ4YMgc38/f3HjBlz+fJlKpWKThpwNyJWD44Cq9JmZGT07t3b0tLSzMysTZs2o0ePzs3NBUs/yGitVsvlcp8+fTp79myk17t16wZ6XS6Xw1gFgtVUVlauXLkyMjISJvL6+/t/9913z58/h/VZUZWaZqRSaWlp6a8jjfHjx3t4eEAcz4iIiJ07d1ZUVMCqVU33wr9gApgAJvBfEsB6/b8EiHfHBDCBFkBApVI9e/Zs//79Q4cODQgIgJCO9vb2sbGxffv2HTx4cGpq6pUrVyorK2k0GvhyoFbJZDIGg8HhcMAAjP7lcrm//PLLwoUL3d3dzczMHBwcRo8enZ6eTlz0HhbluXHjxrx58ygUCiyrBKulohmfSKYTMyDZVSqVWCy+devWsmXL/Pz8LCwskP86nU5H/uvIRM1gMM6cOTNu3DgLCwsSieTm5jZu3Ljz58+LxWKJRALxH4mCGPLg0g16HczkzaXXIfi9Wq1+/fr1wYMH+/TpA/HUg4KCpkyZcv36dTqdjji/U69DeJ+KioqLFy8OGjSITCabm5v7+PgMGjQIAquD15BCoYD1a589e5aSktK2bVuwrxvodbDHCwSC4uLiBQsWBAcHW1pa2tnZhYaG7t27t6Sk5MN6XafTyWSy2tra3NzcGTNmeHp6wmyEsLCw7du3l5eXY72OehNnMAFMoHkJtFS9jp5PzYsDl4YJYAL/SAJarbauri43N3fNmjXDhw8PCwtzd3eHZTvbtGkTEhISFxc3atSoWbNmLV++fOvWrSdPnrx582ZhYWFNTQ2fzxeLxeATgsS6XC5/n14HEYyikQiFwitXrsyYMcPR0dHCwoJCoSQmJh4+fBiiMYIRXaPRNBXrEJNEIBDcvn37m2++8fT0NDU1tbe3j4+P37JlC4vFQq470GUajaa+vh7WS4LFlby8vCZOnHj58mUw+aNIlKhukAH3j1OnTg0YMMDDwwOWDRo7duzFixfBvo6WdCUG0gHfEhaLlZOTA/Z1IyMjT09PsK83NDRAGBmw3xcVFe3YsaNLly4QHCYyMnLevHkQsgadb031OlRPrVbX1tbeuHFj7NixELre3d29Z8+ep06dArkPoPR6PY/He/bs2Zw5c4KCgprqdZVKBZxhWuq0adO8vb1hSm5MTMzx48dramogQDuqkkEGDsRms0tKSiCOp5WVlaOjI9brBqDwV0wAE2h2Ai1Sr6OXxc2OAwpE5eNRwd9EGBeLCfzdBCCiC1HRisXiysrKS5curV+/fvz48T169AgMDHR3d3dxcXFycnJwcLC3tyeTyYGBgaDdU1JS0tLSTp8+/fTpUzab3VSv83g8on2dTCaDfZ0oi9VqtVAovHTp0tSpU8lksoWFhZub29ChQ48dOwYEIC4KOGoT7zyQh1FBXl5eamoqhUIxMjIik8kJCQnfffcdl8sl3qB0Op1Kpaqrqzt58uSoUaNMTEyMjIx8fX2nTJly9epVtCargVKH30HFnj59euDAgZ6enuAPM27cuIsXL9bX16MFQYkjCsjr9XrQ66NGjWrVqhXo9eHDh2dnZ4OSBuu4RqN5+PDh+vXr27VrBwOJmJiYFStWFBUVwQKlgKKpXgeSGo2GTqffu3dv2rRpgYGBNjY2MMXz4MGDVVVV4P0PsSn5fP7z588N9PqVK1d4PJ5cLkfxYerr6/Py8saNGwerunp4ePTp0+fixYsMBgPiuL/v5IRpBiKRiMlkrlmzBlaNxXr9fbjw75gAJtCMBFqMXkdPMuIzg/i4+i+hoPLhMY+O8lcPQSznv6wS3h0TwAT+MwJgtAZtii5huVzOZrMrKyvv3r176NChb775Jjk5OT4+PiAgwKYxWVpawiKarVu3btOmTUBAQGBgYP/+/RcvXpyZmQneycQ5kUivu7m5mZmZkcnkkSNHnjhxoqk/THZ29ty5c11cXCwsLCCY48GDB8GRA+ZKoiDf6M4DGYgF+eDBg/Xr1zs5OUFkm3fqddD9VCoVwp6YNCZ/f/8vv/wyOzsbSoOpogaSHZnMT58+PXjwYKJev3TpEqzlZGD+R5X8GL0OTbt///6KFStat24NxvuePXuuX7++uLiYOFWgqV4Hkjqdjs1mP378eN68eWFhYXZ2dvb29qGhobt37y4tLdXr9RqNpqk/jI2Njaura2xsLOh1mUwGel2lUlGp1JycnGHDhllbWxsZGXl7eycmJl6/fh2Cw8C0WnQnR2egTqdTKpVyuVwsFrPZ7DVr1nh6ekKHhoeH79ixA/uvI1Y4gwlgAs1OoGXodXTrJIZdQ1HP4EdY+BoeRfB0Qc/pP6VGLJ94CIP5VegpBS+CmxaLykGZptvgXzABTODvJgBhTOD6RfcBlUoFC9fTaLTnz5/n5OScPn167969y5YtGzdu3JAhQ3r27NmuXbvg4OCAgAAXFxcrKytjY2NPT88ePXosWrTo/Pnz9fX1oC/B40UgENy/f3/58uXu7u4WFhbOzs7Dhw8/duyYwXxToVD4yy+/LFiwwNXV1czMzN7ePiEhYe/eveBTLpVKUdRI4s0HyWiNRlNYWLhhwwZnZ2cSifQBfxi1Wk2j0dLT00ePHm3amFq3bj116tTr16/DHQnC4LzztqZWq399kzBkyBCk18ePH3/58mU6nQ7e7cS7H+QBLJvNzs3NBfu6sbGxl5eXgX0dXnE8evRozZo1vr6+RkZGNjY28fHxqampb968+Xi9/uTJkzlz5oSGhtrZ2bm4uERFRe3du/fNmzfwYkEul+t0OuJ8UxsbGwqFEhsbe/nyZS6XC7HntVotvIXIzc0dMWKEnZ0d6PUhQ4bk5ORIpVIUPwe1F4Xeh1D6MpmMz+fX1tYuX74czTMODw/fuXPn27dvsf/6331p4/IxgX8tgRag15H2RQ8zg+cNRFiDxx5yMwVXRdgX7FioHJRBvY5+QdIfDqFUKmUyGQR0g6la6LXyOyU7KucDGXRQnMEEMIG/gwC6+uByBlmJ3GMgEguyMavV6oaGhoKCgsuXL+/atWvevHm/hiOMiYlxd3c3NzcnkUjm5uaurq4dO3ZctmxZQUEBCDKwDojF4qdPn6alpcE6Pq6ursOGDfv5558hgjjydAcH9EWLFlEoFFNTUxsbm169em3bto1KpTKZTB6PJxAIQLY21dPA59WrV+vWrYOZmh+Yb6rT6RoaGk6fPj127FgLCwuIozJt2rQbN25AOcRhDNziUARJlUp15syZYcOGeXl5gT9McnJyZmYmg8EAwY2oogyUyeFwbt++PXr0aG9vbxMTk1atWo0YMeL69esMBgMs3xAb/sWLF5s3b/b39zczM/Pw8OjZs+eyZctev35NFLjvs69rtVoWi/Xo0aMvv/yydevWdnZ2Pj4+CQkJBw8eLCkpgSmtMplMq9VyOBwUH8ba2trFxaVr166XLl3icDgQsxJ6v76+/u7du+PHj3dxcYExxqBBg3JyciAyJlLqKKNUKvl8vkAgkEgkUqmUxWK9fPlywYIF7u7upqamDg4OERERu3fvrqqqIg4//o5zG5eJCWAC/1oCLUavv0+soxe1yIpm8M4X2drRYwZlUK8jHxi4m8OTDB4eYrEYHqgQ5Q2GAWD6QhZ9cLKEl63oFg+CHh0LZdBBcQYTwAT+DgLoWoOLEb5Cnmi0hjsDaEqpVMpkMktLS+/du3flypVDhw59/fXXiYmJ7dq18/DwcHJy8vHx+VWSHjp0qKysDJwiVCqVTCZ7/vz5+vXrPT097ezsIJThzz//3NS+fvfu3aVLl3p6ehobG5uYmERERGzYsAGF+oYI5eh+AmMJuAuB2L19+zbIfRKJ9OF4jig+jKWlpbm5eZs2bT5Gr4Onx5kzZ4YPH470+sSJEzMzM5lMJtQB3STRLQ5uuQZ6/X329ZKSkn379kVERNja2rq4uERHR8+ePTsvLw/WKIXToKleFzQmvV7PZDJzcnJGjBjh7OxsY2PTpk2bxMTEkydPvn37FrrDIP56QECAlZWVi4tLTEzMxYsXORyORCJRKBTQ6TDfdOrUqTDf1M3NrWfPnhkZGfX19e+cWatUKoVCoUgkAqtQbW1tTk7OtGnTXF1dTUxMHBwcIiMjQa8Thx9/x7mNy8QEMIF/LYEWpteRkkaPNCTTiV2ITGhoutI71TPsgh7nBiocHh7wAh2Z7dFMMjDqwxtSiOwLN3r0MCNqBSQg3llbYs1xHhPABP5LAsTLDV3dBhcm0fSODqfVasViMYfDqa6uzsnJ2b59e1JSUkhIiK2traOjY2xs7KJFi+7du4e8nOVy+YsXL0Cv29vbQ2iUpnpdJBLl5+evXbs2ICAAbPY+Pj5Lly7lcrlguoa1VEG1G8SWkUgkLBbr1KlTX3zxBcw3/cj1kqysrN6n1w0GLSge4pkzZyDMC6yXNHHixKtXr7JYLLhr/cd6HfzXq6qqTp061bNnTxcXFwcHh9DQ0PHjx1+8eLG6uhomjIKdBZqP/uVwOL/O7NTr9bW1tadPn46Pj4eIliEhIWPHjr106RKVSkVuKhqNhs1mo/WSrKysnJ2dQa+z2WyJRAJTTmFN1tevX8+fPz84ONjGxga8a7Zt2/b06VNwc4cHDfpXpVKhaJhCofDNmzfp6enjxo2jUCig12G9pKqqKplMhm/y6ILCGUwAE2hGAi1GrxPf5CIzDDH4Q9PHCdFYjp7WTZ/l6IluoNfhmYFYw3QuWHUP3orC85UYYAEdpWmm6XFRyTiDCWACzUig6bXW9HpE7+vQXQLuKrCWp1QqlclkT548SU1N7dSpk6mpqZ2dXXBwMEQqFAqFcrkcvOGfPXuWlpbm5uZmY2Pj7u4+ZMiQw4cPw+7IK0YkEj1//nzHjh2dO3cmk8kkEsnBweHLL78sLS0ViUSgVuVyuUgkgmKRr45KpWKxWM+fP//uu+8SExMhmAmyr9NoNBRPHUzgMPvz3LlzEyZMgGU7AwICpk+ffvPmTYS3KQr4k1wuP3v27OjRo1u1amVsbGxkZDRp0qRr1679qV7ncrl37twZM2aMj4+PqalpU/s6zBltaGi4devWyJEjfXx8rKysvL29+/Xr9+OPP7548QKCrqC2ILGuVCrZbDaEmX/27NnWrVvDw8NJJJK1tXVkZOTUqVNzcnJYLBbQlsvlSK/Deknv1OsweJBKpdXV1atWrerUqZOTkxOZTG7duvVXX30FKytBAEok1iEDtnkIGfno0aMtW7YMHDgQ3GnIZHJUVNSePXsqKyuxXkdnGs5gAphA8xJo2Xodpv4wmUwqlVpeXv7q1aunT59WVFQwGAw+nw9vSA2eT02f5U31OryYJup1jUYjFAppNNrbt2+Li4tfvnz55s2bqqoqBoMBD2+iMwyMHED9o6M3PW7zdiQuDRPABIBA02sNXYbEDBqfI4cKiUQiFotFIhEEGaypqTl+/HhCQoK5ubm9vX1QUFBiYiKs0QMaVCgUFhQUrFq1ytnZGeab/hq/fP/+/eA7IWpMYrFYIBC8ffv2+PHjgwYN8vX1BRf2oUOHXr58ubS0FBztpFIpGgYQ9TqVSoVlWbt37+7o6Ghqagr29fXr19fX1yONi/Q6k8k8e/bs+PHj32dfJxKAPEB7n17/NRAKompgmAdDclO9bhB/HWwcHA7nyZMnX3zxRWBgoKmpKVi+169fn5+fr9FoADsxrg7cfgUCAZvN5nK52dnZKSkpbdq0Ab0eHR09b968hw8fCoVC0Ougp8G+Pnv27LZt2zbV64ALVl2l0+mbNm2Ki4tzd3e3s7OjUChJSUmHDx9mMplghjfQ6yD09Xo9h8OBRW3j4uJgBOXo6Ij0ulQqRX2Br0dMABPABJqRQAvT62DMBpnOYrGqqqoePXp069atS5cuHT9+fN++fd9///358+efPHlSW1srFAqRAZ74lGr6OEe2eaKxDY4F1i8mk/nq1aucnJwLFy4cP3780KFDJ0+ezMzMzM/PLysr43A4MDZAb0Jh3hjyrf+AN04z9iUuChPABAwmlyM7OgQCBymGLky43mFauVgsFgqFfD6fy+XyeDyNRtPQ0JCdnT106FArKysIIDh69OirV6/CuqQKhYLL5ebn5y9fvtze3t7Y2NjBweGzzz7bu3cvrzHxCYnJZN64cWP69OmRkZE2NjZWVlZdu3ZNTU3NysqqrKwUCAQikUgoFILohFopFAqpVPrq1asjR45Mnjy5ffv2ZDLZ1NTU3Ny8W7duGzZsoNFoUqlUoVCoVCqkEel0OnG+aevWrb/88svr168Tb4AGeThnPkavG0hYOOj79Hp9fT2slwRDEYFAUFpaumTJkqioKCMjI2tr6+Dg4Llz52ZmZopEIn7jbE5oCxwFuSNyOJzy8vKffvoJYsMbGxvb2Nj07NlzzZo1r1+/BkrwqhOmpRYUFLxPrwMumLEgEAj27ds3bNgwX19fW1tbCFmzYcOG8vJygUCA3pqiQR16lNTU1Jw5c2bixIlRUVFOTk6mpqag13fv3v327VuJRIL6Al+MmAAmgAk0I4EWoNfRAxhCtajV6urq6qysrL179y5evHjcuHEDBw6Mj4/v1q1bdHR0RETE3Llzz50719DQAL7mAAspcuKzykC4w5/guQ5LD+r1erlcXlZW9qtP6tKlS8eNG9e3b9+uXbtGR0fHxcUlJiZOmzZtx44dRUVFDAZDrVajjgHnGSQLPnBQJPHRvjiDCWACzUIAgveJRCKBQCAWi6lUallZGagxpMMUCoVMJgP7rkAg4PF4nMYkFoufP3++c+fOhIQEKysrEokUGBg4bdq0X1c+otFo8AqOy+Xev39/yZIltra2JBLJ1ta2d+/ee/bs4fF4SKuDFpfL5SUlJfv37+/bt6+VlZWZmZmXl1fPnj1Xr1599erVyspKFoslEAhQqzUaDZfLLSkpOXbs2IQJE7p06eLl5WVnZwdRGuPi4jZt2lRVVcXj8SQSCZKSBuubGhsb+/n5ff7559euXQMR/M47Ehz0P9DrcO/i8Xh3795NSkry9fWFdoF9Hel1iUQiEAi4XC64sE+cOBGWTLK1te3SpcvSpUt/+eUXOp2u0WjkcjlR7MpkMoFAUFFRcerUqVmzZoWEhNjZ2ZmYmJDJ5MmTJ1+7dg28iWD1WQjtQqPRfvnll2nTpgUFBTW1r4MlHoZwcrn88ePH3333XZcuXSgUirW1dVBQUFJS0k8//VRYWAjvOqAyyBOSw+GUlZVlZGTMnz+/Y8eOvr6+8MYDFm/avXt3RUWFWCxG3YF6E2cwAUwAE/jvCbQMvY5mRMGkn4cPH27atGnMmDGdO3cODQ1t3bq1l5eXi4uLnZ2dhYXF8OHDDx8+zGAw4D4LjMD9naibm9q8YUu1Wg1HAf39+vXrQ4cOTZo0qWfPnh06dIiIiAgPD4+MjGzfvn3btm3btWs3ZMiQHTt2PHjwQCgUov4Aj8x3Ph0NBglYryNoOIMJNC8BeM0lkUh4PB6Dwbhz586xY8eysrLy8/Nfv35dW1vLZrN5jYnL5bLZbBaLxWAw6uvra2trX758mZGRMXPmzA4dOlhaWpJIpLCwsJUrV2ZnZ9NoNBj/8/n8+/fvL1682MbGhkQiQaDGPXv2CAQC4e8JvGt0Oh2Hw/k1HMqcOXMCAgLs7Oysra2dnZ379++/YsWK06dP5+bmFhUVUalU8Nh+9erVzZs3Dx06NHv2bIgH7+XlZWtrC6sgdevWbePGjVQqVSwWwxsDuI1oNBpi/HWD9U3BZmxwD0T6+E/1etNYk7BvU70+dOjQa9eugV5XKpWg13k8HsTNXL9+fUBAACB1dHRMSEhYvXp1Tk5ObW1tfX09jKZUKpVYLKbT6c+ePTt79uz8+fN79OhBJpPNzMwcHByioqI2btxYVlYGZwuHw4FFSbVaLZVKvXbt2pdffvlOvQ7zjlDMACaTef369dGjR4eEhDg7O7u7u3fo0GHy5MmHDx9+9epVTU0Nh8MBZx6RSASRIjMyMhYsWJCQkODt7U2hUECvOzs7d+rUaffu3eXl5SKRCOv15r2KcWmYACYABFqSXoe3qxwO5+LFi59//nn79u09PT2joqJiYmI6d+7cpk0bV1dXe3v7UaNGgV7XaDQymQzaCTYVg2eVgXSGLTUaDY/HE4lE4Hh68ODBwYMHt2lM3bt3nzBhwsKFC9esWTNlypTo6GhHR0cnJ6fY2Nhdu3bV1NSgYF5Yr+MLDBP4dAhIJJKKiopdu3aNbkyzZ8/eunXrpUuXnj59WlVVRaVS6+rqampqqqqq3r59W15e/vTp04MHD86ZM6d79+5eXl5mZmbm5uZgO8/Pz0chCIVCYX5+/tKlS8G+bmdnl5CQ8MMPP8DdQ9yYYPCv0+kUCgWdTj9y5MjYsWP9/PwgUIyzs3NkZOTYsWMXLVq0bdu2U6dOXbhw4eeff16/fv2MGTMGDRoUGhpqZmbWunXr0NBQ8LoxNjbu1KlTWloaj8cDwjKZDO48f7deJzrWIyccA73u6ek5ZMiQq1evwqgG9DoMXng83tu3b9PT08ePH+/j4wMLnVIolO7duy9ZsuTkyZP5+flv3rypaUylpaWFhYV79+6dMmVK586dXV1dSSSSiYlJ27Zt582bl5mZCc3XarVsNhv0uk6nQ3o9ODgYRkTE+DCg16VSKZrX++bNm+XLl/fr1y8wMNC5MQUFBc2aNevEiRM3btwoLCysrKxsaEzl5eWnTp2CU8LPz8/V1dXFxQWGEC4uLr/OW921a1d5eblQKCS+aP10LgFcE0wAE2jpBFqSXoe320Kh8MGDB999993cuXPhubtjx44NGzYMGzYsNDTUwcHhnXr9nfZ1JN9BuENfqlQqPp8vkUjq6+vv37+/YMGCiIiI0NDQQYMGpaWlZWRk3Lt3r6Cg4MKFCxs2bBgyZEi7du08PT2nTZt29epVKpUK05LAtE8M5YuOhTJotNDSzyFcf0zg0yQAVnC9Xi+TyUpKStLS0rp06dKmTZvQ0NDevXuPGzdu3rx5a9eu3dCY1q1bl5qaumbNmlWrVi1cuHDw4MFhYWFOTk4ODg4uLi4hISGzZs3Kzs6uqKhAVgCJRPLo0aMVK1Y4ODhAXL/PPvts//79BvFhFAoF3AqUSmVRUdEPP/wwfPjw4OBge3t7W1tbJycnf3//mJiYYcOGJScnjx8/fvDgwbGxsaGhod7e3kFBQT169Bg+fPiAAQOcnJyMjY1NTU2jo6PXr1+PXugpGhPMtGloaDh16lRSUpK5ubmJiYmfn98XX3yRlZWFpoqi+w/KQN/9qX3dYF0LWIkC4qUQ/WEM9LpCoZBIJBC5XCaT8Xi8wsLC/fv3Dxs2zNvbm0wmu7i4+Pn59ejRY/To0TNnzly8ePHqxrR06dKUlJQBAwaEhoZCCEgXF5eIiIhJkyalp6e/efMGVl3VaDTQfJVKhfT61KlTP6zXUWiv+vr68+fPL1myJCEhwc/Pz87OzsrKql27domJiZMmTZozZ87y5cs3b9783XffLVmyZNSoUR06dGjbtm14ePiAAQPCw8PJZLK5uTnS62VlZSKRCOv1T/NugGuFCbR0Ai1Gr+v1eohSrFAoqqqqbt26lZmZeevWrbKysoqKikePHi1cuLBz587W1tbIH4ZoX3+n/zp6YoF0hq8ymQxiDpSUlPz444+JiYne3t5xcXErVqx4+PBhQ0MDKHIWi/X48ePt27cPHz7c3t4+Li4uLS3tyZMn8BCFoQXyGf2wY0xLP4dw/TGBT5OAWq0GwzPo9bVr10ZGRtrb25ubm4NS9Pb2Dg8P79iYwNstLCysXbt2gYGB4OpAIpEoFErHjh0nTpy4b9++kpISPp+PfNgg5uM333zj5ORkbm7u5OTUv3//AwcOGKyXBGs1gIwTCAQQn3HcuHERERHu7u4WFhYkEsne3t7X19fHx8fNzc3e3t7GxsbW1tbZ2Tk+Pn5dY5oxY4arq6uRkZG5uXlsbOymTZuQvztocegC4npJYJifOnXq9evXkXUA3fRQBnb8GL1OjLSoVCrB8cPAvu7h4ZGYmJiZmVlXVwevGSHqDviXq9VqWBx006ZNQ4YM6dy5c0BAAIVCcXFxoVAoHh4eAQEB4Y2pbdu2np6e9vb2pqamRkZGbm5uXbp0mT59+k8//VRc9BH6CAAAIABJREFUXAy3WdRwGEsQ9XpISMgH7OuyxqRQKIRCYXl5+fHjx6dPnx4TEwMryJqYmNjb27u5ufn4+LRp0yYmJqZbt27+/v4UCsXJySksLGzkyJEbNmwYNGiQg4ODubk5hULp1KnTzp07IUAn9of5NO8GuFaYQEsn0JL0Ojz2dDqdSCSqra3lcDjgvqlQKH41bK9YsSIiIoJEIg0cOPDQoUMwAVQqlUIPfYxeVyqVPB6Py+XCZKOCgoKUlJSOHTv6+PhMmTLlzJkzKGiAXq+XSCQ0Gi0/P3/Tpk1t27Zt3bp1QkLCxYsXYRVuOBzEeYCHCno6ogx6grb0cwjXHxP4NAnIZDIulyuTyUQiUU1NzYEDB8aOHRsdHe3v7+/q6goeKba2tuTGBNZua2trS0tLCwsLkMteXl79+vVbvnz5lStX3rx5g0za0F6ZTFZYWGgQz/HgwYNg8SWqW4iRwmazQcyVlJScPHly7ty5n332WUBAgK2traWlpbW1tZmZGUSAadWqVefOnUeNGrVt27bi4uKsrKxVq1Z5eHgYGRlZWVklJCR8//33dDodgo4T4bNYrI+Pv470Lkysf2f8dRTPEVmyoXUoHjmfzyfa1z08PAYPHnzlyhXQ6xB7RyKRwHAFPGp0Ol1eXt6uXbuWLFkyYsSI8PBwe3t7EolkbGxsZ2fn2pjglQX4wDg4OHTt2vWrr746d+5caWmpQCAAAzkYRKBMiKhbW1v7q+v8tGnTPkavg2qHQdfevXunT5/erVs3JycnR0dHZ2dnR0dHGxsbMzMzZ2dn0PGwWur8+fOPHj0KTwcHBwcLCwtXV9dOnTrt2LGjpKQE+68Tz0acxwQwgWYk0JL0OsRkAEO7RCJBVi6dTken01NTU6Ojo5Fep9PpsKAJbPYxel2lUkFANx6Px2Qyr1y5MnDgwJCQkPDw8HXr1j18+BC4wywriBkMEZq7du0KlqEff/yxoqICNgMPHKJLzDuFO6j2ZuxRXBQm8C8ngEbCcrmcz+fDGvJsNvvBgweHDx9es2bNjBkzRo0aFRsbG9KYgoODAwMDfX19WzUmf3//du3axcfHjxw5cvr06Tt37rx16xaVShWJRCgIN8yAl8lkL1682L17d58+fbp169a/f/9ly5ZlZWW9U6/z+XwURUqn09XU1GRnZ3///fcpKSlDhw7t27dvQkJC165dY2Nj+/bt+8UXX6Smpv7888+PHz9WKBS3b99etmyZh4eHiYmJra3toEGDdu3aRaVSFQqFQV/DWqrr16+Pj4+Pi4sbM2bM5s2bCwoK0GZwFyL+C20Ri8W5ubmpqalDhgyJiYnp2rXr+vXrHz9+zOPx4CamUqmQUocMjD2EQuGTJ09Wr149YsSImJiYfv36LViwoKCggMfjwWtGhUKBAr8g2zOdTi8oKMjMzNyxY8fMmTN79uwZFBTUpk2b4OBgeMXRtm1bHx+fqKio/v37Jycnp6WlXbx4saSkRCAQgOFGJpOBAQXGReCfw2QyCwoKtmzZMnbs2NjY2H79+s2cOTMnJ4fNZssbE9LoyMQOgTsfPnyYnp6empo6duzYXr16QUSBoKAgPz+/4ODgiIiIzp07jx49etWqVRcuXHj58iWLxdq3b9+AAQPi4+MHDx48ffr0ixcvQkR8NIUXMccZTAATwAT+ewItRq+jZzCyT0MGJnJRqdRvv/22V69elpaWQ4cOPXjwIMRzRNFw0V6onHdmtFqtVCqFaOt79uyJiIgIDg7+7LPPTp48WV5eDsttoNsxvNu9dOlS//79PTw8KBRKWlra06dPUa+gaO5gB4LHHqoJyryzJqgQnMEEMIGPJ4BebYGPBGg7kIwQH7CsrCwvL+/ChQs7duxYunTpzJkzp0yZMm7cuMTExP79+w8ePDg5OXnBggU7duw4f/78o0eP6uvrYW4lcuBGF7JcLi8tLb169eq2bdu2bNnyww8/5ObmVlVVGehaFDKSx+OhN37QInhHd+HChYyMjBMnTuzZs+eHH344ffr0/fv3IS47mKUzMzOnTZvm7u5ubm7u4OAwfPjwH374obq6GtksEB+dTsflcu/du7erMR09evT27du1tbVoA3QvQq0Ax3c+n19RUXHv3r2ffvpp69at27dvz83NpdPpEokEYqQQnXyIel0kEpWXl9+4cePw4cObNm3atm3bmTNnwGsIbBYwNkAVgIxOp1OpVDwe7/Xr1wDw66+/njp16pQpUyZOnDh+/PikpKTRo0dv3Ljx0qVLDx8+rKqqQvN30bJK0Bak19VqtVQqZbPZ9+7dgzm7e/fuvXz58qtXrzgcDopqD8IdmgNLZUFzeDxeSUnJ1atX09LSJvwxzZkzZ//+/b8G43/27BmDwYD5CU+ePDl27NgPP/xw+PDhzMzMyspKGDM07RSDtuOvmAAmgAn8BwT+gXp9yJAhBw4cqK+vVyqVKBruh8UxKGaIIQN6vaCg4Ntvv23btm1oaOjQoUPPnz9fXV0Nt3U0nUij0fD5/KysrOHDh/v6+lIolKVLl96/fx91A9brCAXOYAL/GwIf1usQJbC6urq0tPT169dFRUV5eXl37tzJzc3Nzs6+du3azZs3Hzx48OzZsxcvXpSWllKpVA6HI5FIQCMi1wtkcubz+TU1NU+fPi0qKnr58iWNRkMGYNCFcNOQy+UQ1lAqlSIbs16vFwqFVCq1urq6pqamtrb2xYsXT58+LSkpodFoQqEQmfNhyVIXFxdwrZ48eXJGRkZ9fT2yHaAMLAZEo9EeP378+vXr6upqOp0OVYLbkVwuVyqVoHSJe8GsXDabXVFR8fLlSxCmxA2a2tdhiie8xKDRaOXl5S9fvoSDKpVK6G5kjDDoffCukUqlXC63tra2sLAwNzf3xo0bN2/ezMnJuXv37v379x8+fPj8+fPy8nIqlcpisYRCIQTbQY5G0B3Er7B8EoTjLCgoePXqFbwYQQ1Bk6CQ6IcOgnmxbDa7srLy0aNH169fz87OzmpM2dnZubm5z58/r6yspNPp4C0JrlZUKvV1Y6qqqkJNNmgp/ooJtHQCOr3+Tz9/qY3NW9pfOnSL3vifrNcVCoVYLAZ5/ZF6Xa1Wy2QyFot1586dlStXtmrVqn379hMmTMjKygIzG9zlocu1Wi28RE5OTm7bti2FQpk9e/b169fRX7Feb9HXBq58SyTwYb0ulUoFjUkkEoGGA+OxTCYDoykajUMgQlhHCWKog9IFjYimssA1jiQj+OyBUR/ZceVyOZQvFothiU0kH+Ho6KtEIkHzZ0DWq1QqLpe7Z8+evn372tnZmZube3h4LFy48ObNm1wuF3aEgxLNumq1WiAQoF/gtgb2aXhJiPQ62obY12CoRrWCP6lUKuIIBOldhALuse8skFg4KHhQ/2jkIJFIhEIhhJFBa9Xp9XqlUkkMjglu64h20wxUBhbAkkqlxKLA7QeWwwONTtwdDatgZAXLzTaeKb+F0oc6wBmCICAsUCtiG3EeE/jHEPhTbY02MGgy+v0/yxiUZvjVoFDDP/8zv/9b9Doy83wgg7wtuVzutWvXUlJSyGRyZGTk7Nmz7969y+FwINwBLFACyy0plcpHjx7NnDkzLCyMQqFMmDDh9OnTYKeHJwfx7TN6AY0GD+gJ17RW/8zTDbcKE/ibCXyMXhcKhTKZDJSlUChks9kMBgM83eGyJRpuwf0dQncbSHbYmKhQNRoNuFggsQ5KHe0ulUpFIhEsgCoUCsViMdEHHXzcwW0G9DqDwcjJyZk5c2ZgYCCJRCKTyTExMbt27Xr58qVMJoMbCLhig7X7nXRhqSPiSAPuSyqVCuaDghKFuJOgpCEII8RNB7UqaUwQ6x2JdSR5kQKGeZ/vrAYoZrg9Egc2cFwiRhS1HVaegkEOuqOihqCjEzPor5ABizvEqIHI68SNPz4PLlUw9ILw7dBGnU4HNnuD4c37CODfMQFEwEBzEr+ibT4+Q9zdIP/xhaAtiSVo9foPfNCWaN/frvTGzwf2et+f3lkaseTf8mgjYsZwo3/g93++Xod3yk0FcdNfIGg6zDo9d+7cpEmTLCwsoqKiFi9eXFBQAGtfw+MN/BThwfP06dOvv/46Ojrazc1t6NChhw8fBpMberoQJfuHAzsSq/QPPNdwkzCBv5/AB/Q6snPDkBvqAlGhwP8EjOtgSEY1VSqVSLKDcRqEIAy/iSoTdgE3d6K8A40uFotBhnI4nOrqaiqVyuPxIMIVFAhCH5SlQCDg8XgcDic3N3fx4sXdu3d3cXGxtLQMCAgYMWLEmTNnaDQa3H8UCoWoMcH8y6b1IdqVYWlP4h0J6WakXJGlGUYa0t8TKHUDL3Yo8OOlKuodOC6ihKJDIobEYY9BtZEiR3V+ZwYVjsZOTYcZTXeE5hv8CyXAuAh4oAjucJ+HG/s74aMTCWcwAUTgT+UsbIC2/3Dmf1xaU6ndtLa6Romv0evVhI9Gr9d8UPpDyVCa7gNtRlvAYdBXg10+VITBpi3j6z9BryuVSiqVunnzZphvivzXif4wRCn8vjzodY1GI5FI0tPTR48eTSKROnXqtGrVqhcvXkAgZ3h4Iy2u1WpfvXq1cuXK7t27e3p69u/f/8cff0S2K8igd75guELznNBDGj3+ic9RYgCH/yxPLA3nQV01JYmsfc2CqGn5+JcPEADmSPE07aN3dsoHCkRDZbAcw0RPooUbySyNRoPUlUgkolKpYrEYfgEFjO7fMA0GDL1isRjJVjS5EO4bCoUCLNzwmg4cXUDbSSQSHo8nEAgUCgWPx6uqqnrw4EFhYSGNRmMymdzGxGlMgEIkEtFotOLi4sePH/+6DmtkZKSrq6uNjY2rq2tsbOycOXNyc3Mh+LpSqRQKhVwul8fjgXs3cSiCmgCRssBAju4/SATDq0KoNrACStAdQJLo4WOg45VKJSKJjgiXVdOeQsMDENOoa2CUgtzT0QAAykF1QLOH0aACaXFiRiaTwfsBcECCOzBxHGUQJYb4VSqVQmWQKxQMhwz+FQgEfD5fIBDA3AY0sxadsU3b/h/8gt7EAmH0FWf+lMBfpK3VaN770Wp0Wq3+/z4avZb4gd+Jv2h+3/L3XTRavcFHrdWrtXpV40ep1St1hI9er9TrVXqdWvfbR2P4+a0u6KPWadFHpdOqdFqlXqvU61S/ffQq/e/FNh4IDvp/NdHoNU0+ao0efVSa36r3W90+8NHolX/2UWj1Bp8PFAhAfjs0fNR6lVqvftdHo9bDR6vSa1V6jcFHrddpf7PB//YvJJ2+qer7/W8t6f8Wo9fBSgTQ0bUKdzGlUllXV7d58+bevXtbWVkR48Mg//WP6RN4s6nT6WQyGeh1IyOjjh07rlix4sWLF/DaGlZgQU6rarW6uLh4w4YNffr08fPzGzFixJEjR6CScL+QSCRsNhvMcmKxuKamBuaxwTwwGo1GbUx1dXU0Qqqvr2/4K6mekFAxdTj9kQCNRgNOCC2DweDxeGw2u66ujkql1tbW/nGPv/wNwUfH+qtdier2b8jU1dVVVlaWlJTU1tY2NDQAvfr6ejqdzmAwmExmXV1dVVUVTMekUqnQH8AW+NDfk+Cv0N3ETkH70ul0JpPJZrNZLFZ9fX1NTU1DQwOLxWIymTQaraamBjag0+l1dXU1NTVQB+IZAkUxGAwWi8X+PbEaE5PJZPwx1dfX02i0hoaG/Pz8I0eOzJkzZ/HixYcOHcrIyLh8+XJOTk5+fn5hYWFBQcHDhw/v3bt34cKFX0f+K1euHDFihJ+fn7OzM5lM9vHxSUxM3Lhx4+3bt6urq+vq6mpra6urqxGi2t8T3FXglIbKV1VV1dTUUKlUhPePFfy/b8zG1NDQUFNTw+PxYJlnGFegDiLyhNJYLBaMGbhcLpvNhua/p2d++xmd2+i+hS5AKpVKo9EQVSaTibY3uJTg9w8cxaCBdDodeoFY/z/Noxq+M0On01ksFoy1GAwGjUarra2taaZUW1uLmgye/XC6wjmG//0wgd+vyI/4n8Vm/9+Hw2b99mGx2Cwmm8lkMxlsBoP1fx86i05n0huY9fV0Go1OozHodM7/Y+874Ksotv9/7/38+97/PZ8KgkgH6UgVpIWS0BNqQEUERVRQQQmdJNQEAqRRpAlICemVEHoJNaRXCIQSEiD1luT27bvz/8/OvZPNvQmEUBTfzud89p7dOzsze2Z29rtnz5yjVGiUCk15WWVJsbq0WF1WUllepikv05WX68rL9ZAUhnKFsVxhKleS5QqqTEGXlbNl5VxZGVdaxpaUs8XldHE5UVxuKFboihWaYmVFsVJVolSVKpSlCmUZIqWyrIoUpcryUmV5ibK8RIGorLi8rKi89HF5aZGirFipKFWrS9UVJaqKR2XKwmJFwWPFwyJ1UbG2tNRYXk4qFEx5OVNexpaWMCXFbEkxU1LClpRycFvClJQwxcV0UTH1uJh6JNLjYuZxMfu4hCsq5R+X8o9L+EfFwqNi8LAI0iNMxeBR7fS4BDwuAUUloLgUUkkZKC0HZTZUWgZKS0FJCSguAkVFoOgxpOIiUFIESopBaQkoKwHlpUBRBpTlQKWATFkJW/zI9KhQ97Cg4lGh+mGB8lGhwmjgBA5iepQEASDQiLCZ1dac6XX4eS3xulTcAACGYYqKinx8fEaMGGGF141Go9Qbw5N7BH2rxaFDvvzyyzfffLN3795Lly7NyMhA+nXk1gBpfZCC6ubNmxs2bBgxYkTbtm2//PLLkJAQaS0syyJ/AshzWVRUlL+//++//x4SEhIdHR0aGhoYGBgSEhIWFhZRPUU+Y8Jnh1tSWFhYqJwkEggLCwsPD4+IiIiMjIyKigoJCQkODo6Li4uNjQ0LC0O7kuz1YcMsydIJ5uqesTP/W7KHhYUFBATs3bs3NDQ0MjIyMDDwsJgiIiJixBQSEhIQEHDkyJGgoKAQMYWGhlr1Y3TtKSoqqkZRRkVFRUdHHz16NDY29ujRo6iuo2KKjo6OiIgIDQ1FQyUiIgLdRyEhIbhqaedGR0fHxsYeP378xIkTcXFxR48ejY6OjqqeIiMjUZujoqL8/PzmzJnTs2fPPn36TJ069auvvvrpp59WrFjh6enp7e3t4eGxatUqd3f3H3/80dnZuV+/fu3atWvUqBGK4NO6detRo0YtWbJk165d0tGJCketCg0NDQ4ODgoKChTTETEFBgYiAWLRSacLNGbDw8MjIyOjo6NjYmKioqJCQ0Pj4uJOnTqFToyNjY2KisJn4ZsI5T969OixY8ewMGvvkJr/Qd0UHh6OJBwREYF7BzUG9yPqOFQK6rWYmBjUcdJtbGzssWPH4sSEGobKiYyMlF6CFY+HSo214OrwaImNjY2LizspphMnTsTExISFhSHhB72ghMf8yZMncV9UH1zyXs0SqHmo1Xo0Jjo6JjrqqIVioqKORkVKKComKiomKjImMjI6IiIqPCwqLDQyPCw6POxoeFhseOixsJBjYSFxYSHHw0NPhIedDA87FRZ2KjT0VEjo6ZDQ08GhZ4PDzgeHxQeHXgoJuRYScj0kODEk5HpwaEJw6NXgsIvBYeeCw08FRxwPjogNjowJjowOiYgKjYgMi4gMi4wKi4oOi4oOj46OiImOiIkKj4kKEyk0OhJSVERIZHhwRHhgRFhwVERoTEzksbjIY8fDjx4Piog9HBJzKPDokcDjQUGnQ0MuhIVeCgu7EhZ6LTQ0IVRsRnBwoplCEkNDk8LDk8PDk8PCk0PDkkJCE4NDEoNDkoKCk4OCUwKDU44EpwQEpRw+kno4IO3Q4fRDARmHAzIPH8k6fCQnIPBmQFBuQGCueRuYG3DkFqQAMx0OuHX4cC6mgCO3jhy5babA24GIjtw6EnAz4NCNQwezDx7IOvh75uEDmQEHMo8czDhyOC0wICUoMCkk6Hpo8PXwkITw0GthwZePHD67f+/RfXsi9++NOHLo6JlT13JvFGgraZ4FLGPGYoIAxO8nHG9JVhhSitn+zLyM12voHYIgjh8/Pnfu3Lfffrtnz54//fTT9evXkf06+mqMkD2yb/n/UH7FihV2dnatW7eePXt2dHS0bYk8z9+/f//QoUNfffVV9+7dR40aNWnSpAkTJowYMcLe3t7R0XF89TRhwoSJz5ImTJiACxgnSU5yqkkC48aNmzhxop2d3SeffOLo6Dhx4sRx48Y5OTk5PnfCteFOwP0iM1IJoBE7bty40aNHOzg4oL+GDBnSp0+fXr16oRtk4sSJY8aMGTFixOjRo8dY0tixYx0dHZ2cnNApT75TJtSeJk6cOHnyZGdn58limjRpEmLQYBg7dqyTkxPqREdHx7Fjx44ZMwZXLe3liRMnOjs7f/rpp5999tnUqVMnTpzo6Og4cuTIESNGDLckBwcHOzu7YcOGjR8/3t7evnv37v/5z3/eeOONf/zjH//5z3/ee++95s2bt23bFsVsai6md99994033vgfMf3rX/965513GjVq1LRp0w4dOvTp02fEiBF4gI0bN278+PH4QsePH48ajNo8Wkyo8WPHjh09erS0bQ5isheTg4PD8OHDR44cOXr0aEdHxwkTJjg6OqIQTg4ODs7OzkgyqF6p8JHopkyZgoQ5SUzPMnvBvOPHj3dyckISHjduHCrT2dkZzZP46qTdjSrCHYe6D22dnZ2nTJkyVUyoYaic8ePHS+VmxUvFiNuPa7Fi0OCZOnXq52L67LPPJk2aNG7cuLFieu6JBBYwZswYBwcHe3v74cOHozulW7duffv2HSmnp0lg1LOl0aNGVSM434weO2aM49gxTnAmcIQ3GbrPxDtt4vjxExwdnYYPHzl48LDBg+3th40aPWrcqJHjRo5wGu7g6GA/dpj92KHDxtgNGT3QbuQAu5H9B43qbze6/+CxAwaPGzh44qDBznZDptgNnTrY/tMh9lOHODgPGT5pyPDxQ0Y4DRkxdsiI0UNHjBo2YqQ9opGjHEaNHj5m7MixjqOdxo0ZN37M+Amjx08YNX7CqHETRjqNHzF23PAx4xxGOw0b5Th87IRR45wdJ01znPTF2AnTR4z9fNjIz4Y6TBtmP8N+6CyHod8OG/LdkEHfD7GbO3TwT/ZDfnYY6uIwdOHQwb8MGfzLsKEuo4YvdRrjOsFp5QSnlU6O7mPHuI4euWLk8OXD7ZfZD106ZPASO7vFAwcuHjhgyYD+S/v3Wzag37KBA1YMGuA6aJD74MGr7QavsRu8erC4HWS3atCglQMHrhzQ371/P9f+/Vb07bPs416Le/Zw6dF9QY9uv/TovqAnoh4LevV06d3T5eNeLn16uXzc85fePeb36v6TSD/27vFjnx4/9O0595Pe3/XrM7t/31kDPvlqYL8v7QZMtxswbWD/T3v1cGr/oV2n9oN6dre3HzrRy3N77o0CTQXFSfA6zwNk78BxNUB28Pqk/y68LkhSbX0kCALy0rhs2bJmzZp169Zt5syZ58+fR3G5kWad53lsipOYmDhnzpzu3bs3bdp03rx5p06dAgAaS+E8qKL79+/v3bt35syZ/fv3nzdvnqen56ZNm7y9vX1qSr7PnnAx3pa0WU5PlMDcuXO/+OILNzc3FORl8+bNG19E2mRJuHJLh8i/NUhg06ZNXl5e/v7+GzdudHFxmTlz5tSpU93d3X18fDZv3uzl5bW+etqwYYOXl9fGjRs3bdq0efNmVCIe/FaMt7c37gUpg+47Pz8/f39/Pz8/dLf5icnHx2fTpk3SWnAb8EE8TNAt7O/vv23btu3bt2/bts3f39/X1xc1w/Ym9vb2XrZs2cyZM4cMGdKpU6fGYmrUqNF7YmrQoMG//vWvN8X0j3/845///Oe///3vZs2aoReY6dOnz58/f/HixcuXL9+wYYO0cHQh/mLy9fVFV42GIWoqkhUa4evXr/f09PQQ07p169ZKkoeHx/r16728vLy9vVEwqe+//37OnDnLly/fsmUL6hEsRix5X19ff3//LWLC8rTqiKfuent7o5GAehaX6efn5+Pjg8cNLgdfPuo1dO3S7ZYtW7Zt27ZVTKhTahsMVlcknZNxLVYMqnTLli1bt2799ddfd+zYsX37dj8/P1SFt7e3Vf767W7evNnDw2PdunWoU1asWOHs7Pz99997yumJEvDw9PRc7+m5fn1dqPrsUrVnudnhVLN58yZv783ePpt9fL19/Lx9/X18/Lw3e29cunzJnB++nzP3+8VLFm3c5LV+g6eHx9p1HmvXeqxd6wlpjUirPdeu8ly7aj2idas8PVZ5rke00nMDJA8vkTbCLTyyfpWn5yoPz9UeHqs9PNZ4rl+7fsPa9V7rNmzy2OjtCcnXc5OfxyZ/j41bIHltXee1be2GbWs2bPfYtMvLd5/vtgC/7YG+W4O9vAM9vY6s8whetzZ87aqo1a4xbkuilvwSvvjnyMU/Ry1dcHTJL7GL5h+dPzdi7uyQb7868s2Mw7OmH/pm+qGvvzg04/MDX0zd/9nkvVMm7JnktGv8mB1jRmwbab/FYaj/MDu/wQN8B/XzGfjJ5gF9IfXttaFTe9cP2yz9sM2SD9ssbttmUdvWC9u0cmnTckGblr+0bjG/VfN5LZr+0KzJnA8af9ek0ez335v1/ntfN274lUgzGzWY2ajBjMYNvny/4fT3G0xr3ODzxg0+bdxg6vsNprzfYHKTBpOaNJzQpKHT+++NbvLeiCbvDWvy3uCm7w9q/oFdq+Z2TZt80vCdrg3f7fT+e53btOy5eOHaGzn5mgpCxOvmBac8L7Ashxbk8JYkWBJCaK/F9nXC6wgHW4Rs/pXaw9jar0vtYRCGtnSWGXDbdhLHcVqtNiUlxcvLq0OHDl26dJk0aVJsbGxJSQmqkud5qZPmy5cvf/rpp61bt37vvfcWL1588eJFZAdPkiRaYYaajfD6nDlzJk+evH///suXLycnJ+fm5t69exdFJ8mSpOxnT/jsTEvKkFMtEkDHB1Q/AAAgAElEQVSGwr/99tuGDRuOHj2alJR069atzMzMlOdOqZaUlpaWbkm1tEI+nJGZmYkiE+Xm5qakpISHh/v5+a1du/bUqVMZGRkpKSlInElJSYmWlJSUlJycjP7CQq5NlOnp6Wk1pfT09IyMjKysrOzs7KysLHTHoDsoIyMDGZHjWpKTk1HluGo8TFJTU9PT07Ozs2/evJmbm3vz5s2cnJwbYsygW7du3bakvLy8/Pz8O3fuZGRknDx5cv/+/evWrfvmm2+GDh06YMCAXr16de7cuW3bts2aNWvYsOHbb7/9zjvvNG/evEuXLoMGDZo0adLcuXM3btwYFBQUHx9/+fLl+Pj41NRU6QyBKr0hpuzs7EwxeFNGRga+fHS96Ehqaipuf7KYkiwpJSUlLS0tIyMDrbGJjIz08/PbvXt3bGxsVlYWumssAzwVyVUqSVQ1qt0y9uv6i1qFGpKSkoJ6JysrS3oVuLvx5WRkwCFkm1DP3rhxIycnB3VxRkZGWloabnyNDB4p0kbXOLRQjdnZ2Tk5ObliunnzJmptZmZmdnY26ovn3GZlZaFBmJGRkZycHBcX5+HhcfDgQdRr8vZJEkhJSU59OuEbQWSSU1LMlJqanJqanJaWnJaenJ6ekpGRmpmZlpmVlpmdlpkDKSM7NS0zKTo2bOeeLTv3bAmPDkzLSkhOu5yUEg8pNT45/WJS+sXkzEsp2ZdTsi8n51xKzrmYlBOflBOfmH0hMevC9awLCZkXrqVfuJp28WrqlaupCVdTkkVKuZoC6VpKckJyUkJyckJySkJyakJyWkJSekJSxjVIWdeSsq8m3bialHsp4Ub8lRvxV27GX7l14UrepYT7VxILryU9vpZUdOV6yYWLRWfOFZ06VXYyTnU8ujImtDL0kOLAruJ9vxbv3Va0d1vxni2Pf/Uu9Pa4s84123VhyqIfr/78bfz82Rd+nHV+zsyz304/PevzkzOmxH0x6ein46MnjYkYNyJ0rEPIqCFBwwcdGdY/YMgnB+367Lfrs79Ptx0tm6xp0tC1ScMVTRoua9JwaZP3ljZ5b0mThouavLeoyXsu7zf8pXGDnxs3mNf43XmN3/mp0Ts/vPf29w3/822Dt2Y3fPu7Ru98/97b3zV6e3ajd75p/M7Xjd+d+X6DGU0afvlBwy8+aDjtg4affdBwSpOGk5o0HPd+w7HvNxzxfsOhTRsPadl0aNuW9m1bD2vbyq5F0z4fNP6occMO835YnpN1r7LCKOJ184JTGa+DPyo9Ga+/+eabEydO/P3330tLS5H3NGy/jpfwc2ISBPO7l9WF8DxfWVmZk5Ozffv2Hj16dOrUaeTIkWFhYYWFhcinBDKJQWfRNH3+/PkxY8Y0btz4nXfecXV1TUhIQG7aTSYTQRDIa4ROp8vJydm1a9fSpUsXLlx4/fp1hZiQ92Wj0WionozPnnABekvSyakWCWg0GpVKFRMTs3PnzpSUlPLyco7j9Hq9+rlThSVVVlZqLEkrp1okgOPjsCyrUqkSEhIOHz68devWmzdvajQapVKJxKhUKsvFhO4atL4TSVoqZ4u8q34ra08ajQbFwUFjRKvVohA5Go1GrVYrxKWoaDigRajl4vpX6dJSlUqlVqs1Go1eryfEZDKZdDqdRqOxjALzL3IOo9VqKyoq8CLaS5cu7dixw9vbe/Xq1QsWLPj222+/+OKLKVOmTJo0ydnZec6cOatXr96/f39MTMz58+dv3rxZUlKi1WrVanVxcbFKpZJemUajwQJG7VeJCbVcoVBgiaHW4ghEaKpAEsAhgUiSRLNWfHz8zp07g4ODExMTkYv60uqprKwMiQWJQq1W4xpRf9V9W1paWlJSgpYUl5SUIPmralq6istEgwFdndXSQ9QeJH21Wo3KKZOsc61+HVV7ZZZkWwuuzmoQIskjsaO1p2ho1TL3PMNhrVaL+oskyYqKiuzs7D179pw/f75qfMtcjRLQajQ6bV1Iq9NKSKPVWUir0WorNdoKjVat0ajgVquu1KgqNEq1RqHWKJSVZeXq4qvX44+EHDgSsj/+yqly9UO15nGltqhSB6lC/1ite6TSPVTqCiHpCxT6BwqDlAoVhkcKfZFCX6rQqRRarUJjUmgIhYZSVDJKkVQVrKqCVapZhZItK2dLSpmiYvrRY6rwIfWgkMovoPML2PQM9aUrjy5dLrp0ufji5dJLV8rPnHscGn7zSGDmwUNZe/dm7NyZ/uu2rG2+N/y9bm5cnbNqcerCuVfmf3Nx7oxz331x+qspcdPGRznZBzj0/21Qr18H9Ng2oPu2QT1/Hdjj1/7dtvftuq13Z/8e7X26fbi5S5tNnVp5dWjp1aHlxvYtNlloY/sWXu1aeLVt5tm88apmjd2bv+/eool7y6burZu7t2nh3rale7vWK9u3ce/Q1r1jO/fO7Vd+1HF1t06ru3de3b3zym6d3bt1duvfZ8OIYdtGDNs6ctiW0Q7+Yxz8xo7wdRrlO26MzwRHn8njfKdO8Pt0ku9nk30+n+I9beqm6Z9tmDHN86vp62bNWDtr5urvvlk7/8cNX3252GnMzJ7dhi5dvC47805lhQHidRbjdV7Wr4M/MCFlOW5AWVmZj4+Pvb39G2+8MXny5ICAAJVKJQgCcuuLMiOnLqwloXOl8UrREUEQNBpNUVFReHi4g4ND165dBw4cuGvXrps3b+IMJEkij2OVlZWRkZEDBgxo0qRJmzZtfHx8srOzeZ4nRIdiDMOwLIvcOd++fXvnzp1ubm6rV6/Oy8tDtu+4/S+DEeRUiwTQF5ITJ07s2LEjMTFRoVAAANBrGPN8yTK4WM6SeNF0qpaG/Fcflr73AgC0Wm1qampISMju3bvRuzG+y9DNQomJFhO6s5C0LZKu4Rd3hxWDsqKu4cXEWewaOY5jGAZ7AERDhaZpNFHY1og9D6JbWJofNRg3G40sVBEAQK1WZ2dnJycnX758+eTJk9HR0SEhIYGBgUeOHAkMDDx27NjVq1fz8vIeP35cXl5uNBpRRRzHYS0AKtC2SWjOwUJD+Bstjrdq7ZOnnStXrmzbti0iIiIrKwu5p8RKAaRPQCoJkiRR4ahGUkzoBabuW+xF0Wg0ouhIqKOxD3VUlLRwxNe4RZ2F5IP8uKMJGRVuqiXh1iKJ4Y5DLalxKx2H0kGCBtVzbtEDC+mVjEbjjRs39uzZ8/8Db+PBjEc8rui/ekKxXDwvCJCAwD2ReOjuD5Ilmc8Td5FEOZ5neZ7jBZ4XeJbnGJahGIqgCANh0Oq1iclJwaFBYZGhqRkpPPSFyHA8zfIUzZEUayJZIyaCNRpovZ7W6WmDgTYZGcrIsAaa15NARwCNAVRogVINXaY8LgIFheD+PXDnNrh9E+Rmg+x0PiOZTUmgEi4ZL57VnDmujIspiQorDA3KDw64t/vXdJ+NVzdtuLx+3YXVK8+4u55avPDod7MDZs08+NWXB7/8/MC0qQc+n3zos4lHPhsXNGVM0IThAWMHHxg5cL9Dv9+G9tk5qOe2T7r6dm/n2anlqnZNXT9qu7ZP542fdN3Ut+umPl03ftxlQ5+PvAZ97GfXx2/gx76D+vrafeI3uP+WIQO3DbP71X7IjhHDdo4evnvMyN1jR+1xHPPbeKe9Eyfsd5584NOpBz//7NAX0w5Nn3545syAr78+8s03R777Lmju3JD58yJ++TnKZUHUQpfIhQsjFy6McHc/sWH9xQ0bLm7ccHHzxovemy76el/c6ndlx/Zrv+1KOrAv9fCB9ICD6UcOpwUFpAUfSQ0JSgkLTg4PSYwIvR4eei066vrJuNTAgJMea7aNsJ/stmJDVsbtCrVBdFgpwMhK4sMdz/m2N8uTp8E/1b+vmT0Mlh2yOcG7FRUVvr6+Q4cO/dvf/vbpp59GRETodDr0L8opncHRPI7+VavVyJMxLgoAoNPpWJZNTk7+8ssve/fu3b17d3d392vXruEC0ROFZdl79+7t3LmzU6dObdq0GTZsWFBQUGFhIfIIaTAYpE/H4uLinTt3uru7r1u37u7du1ZgRVr7i+It05D8ay0BJOG4uLjNmzfHxcXl5eUhhSJ+ENaPsZoRcK0vqkP/YuWgbxo0TaOw88XFxQkJCcHBwXv37n306BGyc0OXbGXJhifcpzJWr+jIfhFDc3y6VTaE462kXdvnONtsqFirMm1HlG0z8IlPPReXhgqpbaRJvyjii60ts9WFAADi4+O9vLzCw8Nv3LiBsS+GrRiqSsWFNSPPegmoeU9tG8qAFhFhIaC2Sbeoo3Fj0AsMeqmwkhiusY79K5USbgyW7YtlkC8y5NRfoVAkJCT4+PicPn0av6Lgh5rUMFd6Rf+dPA99lkOgXUfiICSH7kPgL0rQ4TpM0lEhAMDyAkkzRoLS6o1Kteby1cTDR0IiIo/eyM1DA4PlAMUIBMkaTJTRRJtIlqR5khZMFK810BU6Uq2lK3VAowcaHaioBAoVKC0Djx+D+/fBzRyQmgwuXaBPHjNEh1YEHyw/uKvoty2F2zfd9V2X6+WetWpR0uIf4n+YGTfTOXTSqP2jh/w6rJ+f3ceb+nX37NlpVfsWi5q8O+ed//v1v9/48v/+7/R//e+Mf7/x1b/f+Prfb8x6639nv/N/5r73z58/eGtRywbL2zVZ1aHpmo7N1nZsvqZDs1Xtm7q1b+raruny9s2WDeix2XHYb472ux3tdzna73B0+NXZae8Ps2N++eH4Lz/GLfz5xOKFp5YtOeO64tzKlfFr1lxav/6qt0+Sn3/K1u3pO3Zl/bbv5oFDeUeC7oeEPQiLLIiILow6+jAm7tGxE4+Pnyo6c640/pLy6nVNYrI+Oc2Qkm5Iy4SUkW3MzDFl3SCyb5I3cqncW3TeHfbBA+jAsUINDAZAEoAkq4giAUUCWiSGgk5gBA6olezZ04lTJ3+9yt0rI/1WhVqP3ORb8Lq5Q1GfWt0X0pv6T86/fngdabBYlpXG6SgvL/fx8Rk2bNjf//73adOmhYeHP3r0CKFqNI/bKkvu3r174sQJHx+f7du3Hz9+vKCgAN+cBoOB47jbt29v2LBh6NChH3zwwbhx47Zs2XL//n1kuc6yrFqtzsvL27179/Tp01u2bDlw4MD58+efO3eurKwMQQ2pkgYA8ODBAz8/v8WLF7u6ut64ccNkMj2Tb/h6DCOrQSnvSiUAALh48eL+/fsvXrxYUFCAwQcGAfVgZLz+TKOU4zgU8hPh9fLy8qysrJMnT0ZERJSWlgqCwDAMml7Rs7MeW1vUaNVHqEyrbFbPaXRReHJ48jXiVwurMm2HE2pJbVvb/DUesUKfVm17TryekpKyf//+M2fO3Lt3D392wLAYt0cqLgyRn3r5+HTpewu+Q60uBO+iDFZ4HRclZbDtIpIwguwY1+KKpAyupY4Mbkw9RmZdTuE4Dn3nEQShsrIyKyvrwIEDV69eRXgdgXX0EoKvq0Y4Ir3G/wa+Cq9LwgnhuELVGAumr4LqMBZRVUQkFFSIYQHNApqB4XsYMagQSQOdnsvIuBN77MKJk5dv3CwEAFAUBJc6Hais4JVKprycKi0li4uJosemhw+NDwoM+fmG+/eJpKSyM6cfHIu5FxKUu++39F+3JvttTty0/vpa9yvLFl746bsTs76I+XxCuPOokPHDgp3sgkb3D3D4+ODQnvsHfbSnX6cdfdpv6/Whf/fW3h+12tyt9eae7Xw+7uj/cSf/Xh18un248aO2G3p18h32yb7hAw+OkNDkUZEzJ5/65tOzc6bHz591dcG3CcvmpW5wy9u8+p732rs+6+74eub5b8jb7V9wcFfxoT3Fh/cWHdn/OOjg44ig0hOx2jMn9WdP68+f08fH6y9d1l+5ZriWaEpINiWnk+k5dMYNOiuXzrnN3rjD5d7jb+cLdwqEu4XC3Yf8vYfc/Udc/mPuwWO2sJh9WMo/LheKFaBECUpVQqlaKKsQyipBuQYoNECpASotUGvh1waNDugMwGgCBAlIuhpRNBQ1LRJDw4BKAg/USursmYSpzjNXuq1PT7uhVol4HX49gQS/j1iS7S1Qx/v9z5Dt9cPrBEGgyHMlJSWPHj1C8U3S0tIWLlzYs2fPv//97+PHj9++ffv58+ezsrLy8vIKCgrKysqMRqMUQFMUdfbsWTc3N3t7eycnJ1dX12vXriEP6wAAk8nE83xJScnRo0e/+OKLpk2bdunS5csvvzx06FBubq5er1coFKmpqYcPH542bVq3bt1atWo1bdq0vXv3ZmdnazQaNCDQl2v06ZXjuHv37nl7ey9YsGDZsmWZmZl6vV6j0aAYTC9pHNiOS/kIkgC6c1NTU2NjY9PT00tLSxECqA081f24ZU6Av1jaL6l/X/di0Q3CMNBHLsMwlZWV+fn5ycnJly5dUqvV6LMYQodSSCeV8FP5GjvO9iyrbFIAioVcD7xuVexL2n3CSJOiZ3zVdR+Wd+7cOXnyZEpKSnFxMQAAqUikeB1dkVRc0teVul9v3duG71+rwq2QOvpX2pjXFK9jIG4wGB48eHDixAlkm2QF1nE26WDAHf2aMNgcpWrmrF/LzXhdjPeJon7WuK0C7qLJC1cdqfMs4FkYOJMR0SFJQOBIUYBhIECkaWAygbw89cX43AvnczMzFBVKUPwIFNwDd2/xNzKptCR94pWKS+dKTx0rOBZ1Lzo8LyLkdljQrZAjeVu8r7gvO7bo54jvZx3+3HnX+DF+o+w3jRiycegAzwEfr+n9kdtH7Zd2ar2oQ3OX9h+4tPvA5cP3F7Rt/EubRj+3+8ClW5sVvdqv7NN5db9u6+w+9rIf4ONo/6vz2L2fTzw4Y+qRr78Inj0jdP6cY2vcrnuuTvVcney5OslzTeL6NQk7/HMO738QdLAwPKjoaERZXLTi3EldWiLITgM56eBmJjS8uX0D3MkF926B/DxQcBc8zAdFD0FpEYxJpFJCVXelBsJojR5ojdCMR08BAwMIDpg4YOItJACTSIQAqhEPSCkJgBIABSCJ8VxhNFYWAE7csoIYXVV8TaIYgIlkAMkAiNdp2AU0LXYHBxG5WmU6e+bKVOfp7m7r0lKz1SotLx63Aus13iB4kv/zM68ZXkdaN/RoP3bs2P79+w8ePLhv3z4vL68ePXogj8XdunWbNm3aokWLPDw8/P399+7de+rUKaVSiew+8cfE6Ojo2bNnt2rVqmvXrrNnz8bmLjzPkySJlH8PHjzw9vYeMmRIixYtOnbsOG7cuFWrVh0+fPjo0aNeXl6Ojo6tW7du0qRJ7969161bh1YuYqNb9IRDEyvSr/v7+8v69fpNwS/2LKQsvHfvXmpq6oMHDzQajdTEzQoK1H0XwQ7bpv75Z4FX30Kk+kU4A0Fzk8lUUVFRWFiYl5en1+tRBmQ2zbJsjfOsraitjti+htXYR1bZpAAUS6bueB21warMuo+iZ8ppJRbcWsRgwGqVDbXQKrPtrlKpvHXrVmFhIbIY5Hke26mj71GoqVJx4Wuv++U/U9tw/1qVb4vXcbEoJ8LrVp8jcGl1FIiViKxOf7G7aKDiBrMsi5acPnz4ULogAXcEvt4X24xXVZoUrL8AvM4+DawjBG+G7BCvAw6p1UWYjsA6jnXP0ND6giSA0Qj0eqDTAr0OmIyg4AGXkqS8FF+ccFmdnc5dOqs9Fl4acqBgz5aczWsTVi89/8v3kdMn7Zk8Zqujvbf9AE+7PmsH9Frdt9vKj7u49+rk1vXDpe2aL2jZ6IemDWZ/8O6s5o1mt202t2u7Bb27Lu3fy21w35XD+q12GLBmxKC1o4d4jBnq8dn4rUvnR69Zdnr9qgs+G65u90vZuyPryIE7kSGP4mLKz52qvHLRdP0alZrMZ2eCnCyRskFODnfjBnPnDltQwBcVCeXloLISIu/KSlBRAVQqoFACpRIyarUIyiuApgJoNUCvBQY9vEyT+K5CUBArkwwgWGBiIUY3WsjAAb1IOg5g0vPAwAMjD+E7IQDSgs4RRkcwnbaAddYC1jkLZGcE+CmD5sQvGwi4s4AUCcF3mjF/8WARXlfrz569OHXKNHe3NSkpGWqVhucBgMr1Ks16jZN/HSd2q3v/j9p9nfA6soRhGCY/Pz82NtbFxcVJDLExevRoOzu7t99++3/+53/+9re/NW/evHfv3nZ2dkOHDrW3t586daqnp+ft27eRPhvj9cjIyK+++qpZs2YdO3b8+uuvr169iuYmlmWRNTNaJ3rp0iUPD4+RI0d269ata9euqMBvvvnG0dHxo48+6tixo729/cqVK0+cOFFUVKTT6WiaxmbrqASKogRByM/P9/PzW7RoEbKHIUnSaDRiv5Avo/tf1VT7+tWDPjSXlZUVFBSoVCqCIJDPTXQ/P8+2Rlm8jM593ctEgsKiRnCKoiidTqdWq9Etg96cjUYjXjVeo3ifcBCXL2Vs80v/RbztJG57pMYuwIXblvkCj2CgbIXSbJuEK8UNw4xtZqsjFEVVim6O0GdA9FqFkbFVG9C5uHBcb10YfBZmrFqCd3EGXGxtrzdSyWDIjuEvLkfK4FrqyEjPfeE8ukBcLPoGVVZWplar8YJjaV9Irxef9fowCK9z0PJcXCz6PC3nBQHhdVrgn0BVkJ0XkN2LGaazACF1uKUBRwNtJSgrBoUPmFu5+rRUVcK10ovxj8+dKQwLydq94+qm9WfWrTy1ZsW5+d9GfzUleNq4oMkjDo0dtG943z0Duvp3ab6mc7PVXZqv7dpqffc2m3q18+nZzrt3B7+B3XcM77fPaVjA5FFBU8YecR57YNqkQ998EfTznOjlC4+vcz+7yeOC/6aLv/pd3rP92u+7Ew/uTQoLzLlwuvhqvCLhiiolUZORps/JJvJus/n3wcOHoKQEKFVAXQkqtUCrF8kAFeFIF67S6ssrytX6ch2pJnkdBXSUoDexWj2t0REaHanVkXo9YdATRoPJZDARRoImSI6kBAiOWYibIYAW4TUJ8bdg5Fk9R+o4k441aFm9htVpWF0lJk6nYfVaSAYda9SzRiNnMvEEIZDiVwqzZpwFHCKLCRJeJSx+2+BZhmcYjmU4juE4muNIliNZnoIkVOF1Htqoq9Was2cvTJ3ymZvbqpTkNJWqAuJ1SyQcPF3UeJvU8X7/M2R7nfA6+iBL03R6erqvr++gQYPeeustFF7kzTff/Oc///nWW281aNAABQts0aJFw4YN//GPf7Rp02bGjBkJCQkKhQJ7GyBJMjY29ocffujSpcsnn3yCIpii8rFXB/SE1uv1aWlp69atmzBhAnKT3LJlyzZt2nTo0KF79+5OTk5r167Nzs4uKyszGAwEQSC8jsw3kXbQZDKhlak+Pj4uLi7Lly+/efMmRVHo+MsbBM8z5f21z0X6dWSSRBCE1OOn9MauB1+j3F5eF7/uJSPlB4JcGBBLZUhRlNFopCiKZVnp8TryNfag7bm22XBjsIRtj+C/pAwu3LbMl3QE11hjC7F6SZoN8dJmP4FHTziUwUqrja8IV41rwX/VhcFnYaa29uAMz1SstNk1PrBRsbVVWttx3JiXx6CqsXhZliUIwmQyIbt29HkKvzi9vGa8tJKxWh0idR6wPOB4AfljEXgBQOJrIfSvAMTTxLWiQlVe0ZKFpQFLCxwtcJTAU7xA8YDiAW0hhhPt0VnRpoIGLAWJIQBlACYtMFQCnRpoVUCjBHdugOuXDWeOl4ceubN7e7K314WVK47+8lPANzN3T53o6zB4dZ/uizu3+anJ2zPf/t9pDd6c2fj/zm761pwW7/zU/J0fPnjruzaN533UZvmgXhtHD97hPObAxJF7p4z9/bvpUa4ul7duunX4t+KwgPLQgOKYsLJTx9SXLxhSE+mbWeB+HigqBIoSoFUDQg9oAnAUfHmAjaQAvDbRModl4ZcBSDzggZkEqFmuRhqDsai8qExdrNKWaQm1ga40MTqC1ZsYvZHSGymDgTIYSKOBMBoIk8FkMhIkQTEExZG0APE6D8E6xusmjtOzlJY2aShDJaWrpLSVlE5DVyPxuA5uSUhayqCjjXrGZOJJUqBFs3NoscKZvfTgxiPIzrMCx1bhdZbhWJpjKUQsR7EcLRLDwm8jIl6vPHv23JQpU93c3FNSUlUqNc9D1zCier1qeUKNt39tN/if8Pjrh9c5jlOpVDk5OXv27Fm6dOmCBQt+EdOCBQtcXFwWLly4bNkyV1dXNze35cuXL1682M3Nbd++fQ8fPtTr9VIT9szMzMDAwHXr1m3atCk4OLioqAgAGLQWG2giNTnP8xqNJjMzMy4ubt++fVu3bkUB8Pz9/Xfs2BEdHZ2WllZRUYHWtiLXZnhtFppbkR797t27GK/funULqXgxUvwTjoy/apMwRsS20fhxWOPreF2QAcpj9VT7qwrwxV4X6g5pF6BeQEfw4nK0fNBKwnXZteq+2k6RZrNqzLNeL65CWuZL4nFdNTYS/ytlasz5hINW0sDYF1+RVQZcF87wZAbntyqntibh/HUvFuWUKtdrK7wex3F7XjiDG4Mlg63IpJp16XXhnPjcPzGDICUPACeYibUwEGpBEhcLQgRXncxQXoAgj6S5Sq1ebzQRDMXBAygJnGh8TvKMiaWNNKMnIT7VEYKBBARav0hBG3SDDug1QCeic50KlD0Ct7PA5TNUZGDZ/h13d/rd3uFze9WSS/Nmx3z9WeCkMTvtB2zo2821e8dFXdst6NF5ce+PlvfsvLRHx6U9Oi4b0GOtQ7/NjkO3feq4b9bUoB9mRiycc8x94VlP10s+Hom7/HIO7r4XeuhxVFBpXKQq/pQx5ZqQmyXai98F+XdBYT54/BCUlUBj8coKaI5iMgDSBBgSXgnU/XPi1qKRxjCdFV904FYQCZmAS7YcACTLGUiTiTIRCITzJM3TjEDTPGMmERDTcIugMM9wAnyl4UXNuqhcR3idAoAEgBR4QmBNAmPiGZNAmwSaEJgq4hmCpwle/P+fQY0AACAASURBVFfcin+xpMCKLx3w0wX7JG+b4qJfgecE6LeH41kRu0PIbiGG4UTVu/jOKgiCSq06e/bMlCnObm6uycnJKpWS5+G3Gp6HulM8V0hvUstQeZ1+Xxu8jtefoSmJZdk7d+5cvXo1XkwXxYT5y5cvX7ekK1euZGZm6nQ6vKweadBLSkpu3Lhx7dq1xMTE3NxcZBSBIDtevoN7kiAIpVL54MGD3NzcTEtQxlu3bikUCoIg0KBA7oeR5gPxteH1vDzo/gnPs7gWmXkFEkB3rFRrKK1Uej8/Dy8tU+afLAFbkIEkj89Cs+3zdMeznourrh/zrNU9a34rgdTWyBqLrS1zHY/jJ5+0DdJza6y0jgel5TyBtyrNqklYhYZf/KQZbAfbEyqqy19WjXmBu7h22zbjtyb8EEH14lNeE0YQNcLQehlBzbridR6q3pGtM8EIFTqDniBInpFEQBR4qIOmSZ42sYyBZnUEV2ng1DpBpQGqCmi0XVYKHj4Ad26xOelU8lXT5TO6s8d0EQGKHd733F1Svpt+asrYiAkjwiaOCB854JBdz919O2/5qM2GD5u4N393UatGi7u0WTWgl+/YYXunOAZ8MTF45pRQlzln1i697r0mfbfvrcC9hdFHSk7HVCRcIFKvMdmpwp0boOAOeJQPSh8BZSnQqIBBC23ioXdCSnR4glZP8vDdhUcvKtWV5PDtBX1tsHxbgEKwCA5JEFqtYBI14mgdJ1rKiSRWw9Yid/zmJGWQcTnWryOjc9styoAy41OssqE8T2xSNa/5PECQnRUhOwPNYyDRIlEMRzMsxXKMIHAqlfLM2dPOUya7uq1ITk5UqhQcD4/zPIvwuu2N+ZrcI9Wa+XrgdawTxabhCO8ajUa9Xm80GnGoCxTCAxmloLOQUQpBEFLlOk3TyM8MikVnMpmkc6JUmYc0fOi7vFaMUKhWqysqKlDkOdQepPaQ4nVkWoPwupU9zIoVK+7du4c64fWcZKsNoL/Yju1dXb8jfzGx/OGXU79eqPdZz3m99a63fifW1toaS6stcx2PP7XMGjPU8eDztMG2CozXrf6qYy11zGZV+AvcfUIDrN5AcKVPOOVP+RfC6xBAIuRpNokRjTuwdUeVNh1byIgM8iWC4CnWq6PLhL7SAbR+oZBPEg4YKejYpFwJHj0Cd/JAdiaXnECdO1EZEfj4t6031y6PnzszZKrjbvt+m3t2WNm+2bKW77k0a7CgZaPF7Zqt+Lizl11v/8Ef+w/tu8W+/xaHAVsmj90/f84pj1Wpe7YXRARpYiMMR8M08Sep5MsgKxncuwGK84GyCGjKgb4CkAZox4ISz0JrFoqAinMI1ilx0aRozYJEgK8aYXVpr6EjOANizA5VJNp0KWKW8lII/gReKm1zr1gKfwJkl4J1c3eKZyGVPEbt1bKJXS6tTuTNyxcsllI8tI/iLXidQ0idZniK4Um4ZSkO4XW14szZU85TJrm6LRfxerkEr5v9AuPbBDFS2b4u/OuE1211olIXYyi8HPLHIl3HiSxPbP2v48AfiEEL7fE8iHrU/DVFjFFq5RtB+uaA8ToqCn2sRK8EUn+OyB5Gxut/8nvD6q6u3+6f/Bpfx+bVryPqcdbzC6celdb7lCe31qrYJ2euy79WBUrVHPh02zx1OYJPrwvz1AJxIVY58fEXyFhV8UJ2n9w8pIrCXxJwjU8+68/3bxUERRpeaL8OrdihFYbFygMaZovmMNjE2cxgPbHoCAQd5Bno5Y+neAjQK3WgVAkKHwv38oWsbObKFcPxY6rAww+3+easc7u++Kfzc2YcnzEpaurooLF2ewb38unTaW3P9u49Orj26bpyQO81wwauHzlso9Mo719+jNiw5qL3+qtbfZJ2bc/YsyPz0O+5URGPTp9WXU8gbt4Ad/PAvTxo0FL0EJQVgQoFMGqg0TlphNCchR5rzYnnodE89EXIiK7cRW06Z7E7Rxci1apbzoO/VcKS5H+xeN0GPVtepKpDdqwmt2LQ60HV65dFwS/NZs5TM1gHFpiOUTuEYMhLPsczrJls8Tqrgnj9pAWvX1eqZLwuHTuvnLedkpDmG8F0kiSx8QlaPo8+FCJT8trAOgrIgvIgaxmGYZByHelm8GdHZCFT48MJ5ZQaviPDaBmvv/IxIlcoS+C/QgJoMvxDLhXPw39gG6wu3KpJtrM0zmB14uu7i6/oz9MLzyFMCEQtK0sRWKdFtbhJ9AdY5RhQVJdzWMGM8ToHcSFH8KSe1lUQaqVOr6hkikqFvDt0YlLlyVNF4eEFe3bf8lyTvPiXK99MP+nkEDigx54uLf3aNfL5sIF/p8Zbu7XY8nG7Lf06+w7r4z9+xI6vPv/95x9D3JZHr1kd5ekRGROdm5ZakZOtv3uXefgIPCqCVPBYeFgsFJeDCh3Qm4CJBEbR4aPRAAgTjOZDwZCcPEEyNMti9T8rcAxH0xx0cCIanJtV2KINCy0ARNA1ucT/IVJPm+1cJG8ycHkuB93Bw0WnIiEPNwILBKlmXQqR66JZNy8bsFjd1Khll0JwxOMapXidrQ7ZpS1B7wa4LgtjNbSr8DrSsouovUa8Xi7i9YmubsuSk2W8/hy34ws8FesVED620pEj7I4syHGltjmxz1rkxeUJiz6xHQ6ydUFBSfV6vcFgQAtMUS1Yv46QuozXsfBlRpaALAFZArIEZAk8QQLIMBtCTwF63LaYsRh5oOeBlgc6kTGIIB5i3ypTEAF6GzSSoFLHlqlMhcUVdwrKbtxWJiSWxMU92L8vY/WqE7O+3j92tM8nH6/t0GZ5h9arO7by7NxqU5dW/h+12v5JxwPDe0c525+e83mC2/zsTSvzfvW+u3/nnaMRRVcuVqan6dMylEkpj+7l68oUjFLNVmihe8RKA1Dp+LJKqrSSLNeQlSZWT/EmRiAYjqBpE0maCJPRZDAYtQZTpYGopFgdD5doosQCQHIWv+Ro6SYAhEgmAGwJ/SWu8IQgHvoxF4kWYwphJzc1onZoFGSGyBaTo6fidWQljxf4IlRtBdlxsTUyGK/b6v7xX2awXn0ZMaxU9JguwezV8LqoaGdEyE5BYxgO28OwKrUUryfK+nXLePtDfzGARg6bMT7G6+WxWQtupq3mG+dB6nOpZQs+CzOoRmyPbjQaDQaD0Wg0mUwkSSJdju2yfdQ8pPVHHgPv3btnaw+DdPO4LpmRJSBLQJaALAFZAn9JCUgtPSw80qvyCKzTHEmxJpIxELSe4oyi60XKHDZHYFjomx2qlCkKBvHR6YFCAR49BPfugPRU4sJZZWjwnf17s3/dmu627PScb8KmTTkwysGvT69VHT90ad18Xqtm87p1dh8ywHeS44Evp4Z9NyNm2c/xG1el7fK9HXao5Fyc/vpFOj2RzU5nHtwH5QoYy7NCBxRqTqMHBgIa2JhoGC3IyAAdxWsIppKgNSStZ1gjyxIcS7I0yZIkbSIog4nUmwitidAQlIbmdDxE5MjahQVQiU5ayEqVjqMJYcbK9huu1ZQsMUWBnsyuYqqr2J8O1m2tX8zrXKUwuhYte41I3byqVXqK+MKAYTpaSisF6+Z3L/wSZmaqHAMJFnsYZBUjatkZ6MuRh04dLfbrGK9b7NeVCo5jLetNZfv1Vz6d4FcubKOCI2VgsI4YZAkjzVYjuJeurH/C1aB6kV07ziZtDPoLqeqlLcEuYpADmfv37/v6+i5cuNDV1fX+/fu4KJmRJSBLQJaALAFZAn9tCVgAutQvuNkIggccC30LEhRr0ps0ao1SoS7XGrTI1yMrBrmEUegpaPZBU0BTCRRl4GEBSE9hL501nYwxHthZvHZ5xrQJkSPtDg/sufP9txa9+T/fvv1/fvjgXZcPW6zo0mHlgL5e48bu/Glu9KYNSUFHHh4/poo/V5GTST8sAIpS6M+RNAHCKIbzNImWLSQwUcBIQ4xuYgAB1ec8wXIEx5l4FpLAEYAjRa/oFGBJgaJ4kuJMFGukWSPDITKwvJHlDaxg5M1RPkkAUHBPClm/8BC+Q1sX0XIEw2AIcW0IgVksSGt0jaMOVTsTrQyw2dqCddwZWLluUXiLjvBxCRadPW4rZsz+1M0hr0QfPpazrKpDVdQC1oFYH/QNAwROEF2xCzxrjddFt5MWvM6J9utovemK5OQkpVIp4/U/cj6RQmQcIQIxUpSMDM1tMTTWxCPlOs6Gin3WC5M2xrYu1B4Zrz+rVOX8sgRkCcgSkCXwl5QAgpnVFakItnEcYBieoDkjzZlojqBYimahnTpKHAddqeh1QFMBVOXgwT322uXyyNA7u7alrl99ZeGPZ7+aEjvePsKue0DnZnu6Ng/o0z6k54eHPul8eNSgyBlTLiyal+65+vaOrQWBASXHj1dcv07eug0KCkFRCaesoLQGnd6kNZJGkqYImiZolqB5hNFNjGBkBRPLm1iWYBmCpQmOInjKJJCQ4FJSmoSvD8hYnaAEI8UZKFZPc3qGMzCcgeUQXjdyvIkXqkxZRBU7gunIbToG2LYrTjE6lzirtEjGahEqgstPsHiR/iVVclcD6FLluoRH+c0l1ATZpWAdASR8So111Q7WJXhd9DkvcDB6EobsHG8OeAq17NBfvOjP0ewfZrKrq4zXJePjj2JtITLWoNcFr1vleRl4Hev78VsEDqfK87ysX/+jRo5crywBWQKyBGQJvEoJSGFmTUgdozVBjAJE07yR4rU0VEUzGKkDDhAGoC4DhXfBrUyQliDEn9KHHX7g7XFl/nehzk7bRw31HtBzXefWy9o3XdbuA9dOLT0G9tgzaVTErM9PLfzp2vpV2b/vKTlxjE66DnJvgcJHoLQcqDXAQAKSATQHKA5QLEUyJoImCIqCET1pnqBhQCUTA8kobkXbdJ4QjV7EGEA0jBME2Or6dYbiaYqjKJakWZIRiYXewWEgTo5jeAGaZ4jECpBHwaEQlJXC9GfrJalsIeq36LOfytSIoZ8M3M1tRVVYlP+ict3sNB17d7HgdUuQWos7eVw+7v5aGHH5MVo3yzMCJxLP8JBYnjPjdRjZScbrzzZeXlXuPydel7bKFq/TNI3czgiCkJ+f7+fnJ9vDvKrxItcjS0CWgCwBWQKvVAJVD0QBYjPkXx3r1LEauTojcNC9oYES1ARbaSSNegOj04IKJSh/DHIzwMWTfOBvSv91+a7zk2ZOCh896Nf+H3l2abW0VeOfWjX+sVMrl/4914we6vfl1MMrFl3c5nM7JKD8+FHdpQtU0nXuRg7IfwAel0DHjuUVQKkBaj3QmICO5PUkY6RIE20kaBNJUyTNkDRHimAd4nWRLHgdEMgkhuVFexjOxPMmQSDE5aLI0pzkBYrjKRbF8oGxN8XwmzzLCizSDiNdddV6SmjNghTkz9ND1fB6ncE6tiPHABoztQBoMcSsxTDdAtxxbCOoBrcC61LIbra0EZcV11a+5DjyFcRBJzcCA3hG4GkBbhFBvM6zDC+GOpXx+vMMnpd4btVEgAxQxC3WZEvV51L7delxK76O9us1XhJuDGYkjTKzyO+7LV6X/a/XKFL5oCwBWQKyBGQJvBoJ4CdX/RirRuJC8HOQQ+HgLVrY6gDd1jSb5oGBBgqtqbSkvPT+/bIb2RXnT5Xu//W279pbrvMyv51ybfKQ+GHdI3q02NXpfd9uLX0/6bzNvu/u8cN///rz0KW/nPTZkHD499vnzqhTUshbt4QHBaCoBJQqgEoDNEagJYGWAhqK11CUhjJpaaOO0RkYvZE2ELSBZKDTRYrhSFow43VxaamJttivIxDPwMWmBAdMnGDigQkZpIvW6NBvC1TVA4qBbx40DRiRWBo6X2cZwDGiMbbEvMT8NmMlx2fffbF4XQKaLV548MuW+X0DdzVkeIEXfUqKPvKhz/SnJUlpYl3WbwBmS3nocF8E6xCv0yJep81admgbI+P1Zx8or/gMPBDwjIDtYawU21K8Lv0L2cBIj+B4E896LbgxmJG2CvE14nUXF5dly5bdvXsXeYZBOZ+1djm/LAFZArIEZAnIEqifBPBjq/4MXB9JAmAEwCgAkwAXU1K8wHAwFCXPcgLDwbhH0JVJdVtns99ucYkl+heutRQzG02gqIjKSFecOZkfHnRr9fIT9v08BvXw+riDV5dm6z9ssL7Ff1a0arCkW2u3kQP9v/syzNP92t5fb8eEFV8+r7uVA0qLgUEPjEagN0DvMSQtGr3wsKE0gE4QCR6YOM7E0SaONHEmgjORLEGyBMWQFMTrLEXzFC2eKG6RYUzVFuJ1geQEguMJTiB5s29F6MBFQKY1ZrzOMAARBusc+1fA6xYwjUYN0qdzMP4o7GoOYndrwmGPzAw8U8T9NmBdDIrF461oJCUwZv06soeBW/FTBceK+nWGY5kq/bpKeebsaecpk11dXS3rTTlBgEF6OI7FSE864Ot37/yxZ70e8U2RjLCspeBYir8RX9u/NeJ1q4581s6osUlPxet37twBAOD3DdsAH8/aDDm/LAFZArIEZAnIErCVAH5IvUgGAnSNAMoEUC4AlQAqeaDj4OJMWvSPLaqZGYhfSWhJItqCU0BPAJ0JaA0w8qjWAJ0k0iyo1ILCApCRSp45rji879bq5Se/+vy3CaP8BvZa2e6DH3t3XGnfx2+Cw+8zJkbP+zpu7fKLO/2Sgg/lnj1RkppovJFF373NPywA5aWgsgIYDMBogkSQEHZTjKjzRnbqHCA5geQ4kmNIjiY5ioS25pBolqZZhmZYmkHx7gVabDk83UwCxQgU9CDIQ6MXRLxA8TDoEY5jBF3HswLNQMeTyAwGWsJw0AElh1y3WCK1mo1PLFbdol2Mbb/V6cir0K+jjyMWIxiL8xYeOm+BZDbHF4F7FeK2YHdryC4q4QEeilWlSU6FLzfQOQwLxABQGKYLHCcSy7OQIF6HAS6hn0+VSnnmzGnnKc4iXk8W/cMgvA5d91nBPFR7neT7J8v0WuJ13NnIOboUoNfIIxyP8bptHlzgs/YOPtG2zNr060uXLs3LywMA4DcNGa8/q9jl/LIEZAnIEpAlUBcJ4IeUlLF9YD3TEQHoBVAqgPsCyBfAQx6UcEDJCjpoVMLyEObSgCQhbjaScH2ngYRIXWMAlXqgqoTrPgsfgXv5wp07QmKi5mhUyTbv3GXzUmZNPenQb3fX1ms6tXDt0mpFz/bu4+x3/DAzer1b0r5t+bFhJdcvq2/d1BQWGBXlnFYLdFqg0wG9XkTqRojUTYQI1ikLXoeQ3QK1RZfdFFwEylIsQ7EMhOkWYliWgfAPkdkAnWHEJY0sCxc2Il0uB1c70hZioDE1j3yXwOWQ4hJIhuWgUpcVv/SLhkFVsuWgBQk2FsfAvd6Q/aXjdbMlk8Q03gyskT8YMZSqwAgC/JpieTep9pJi9loDrNekWqxnRHEggF7L1gLTEViHWwteh30m4nVBpVKdOXPG2blGvM7JeL0uE8ULziOdbjBfdSfUzv158PqCBQuWLFmC8ToyqZfx+gseKHJxsgRkCcgSkCUgSgA/KzFT+6PS/A8EmbUSx/GcGHC0TAAPBPCAh3i9mAPljFBJQ4eGFMnAtZsEKWCwbhCBu5GErs0rKsHjxyA5yRgTXbBrR/LaVad+/DZ8+KAtH7XxaPu+a6tGi9s1XTqkj/enTvvnzY7y8UyKDCzOTASP7oEKBVyEWlHBVWpojZbW6hi9gTMYeaOJN5kEEyEQJCSSEkhaEI1bxNWfLA9dtFQjFsN0xECUXluyAHqYk2OhEUY14lge6m9Z6LuEYzgI6xmoGoTPdmyaW13g8IFvRfUeqq8cr0PLF7P+mzeDdQDxOiOIBlDVITsG4HhlahWD7GlEX+0W6C9q05FO3VIFLE/E67wUtYt4Hb4SsQwUsiAIKpX6zJmzzs5TquvXoUGMdKUivgVeU9Al69fhrYR7sR63DT63+j0JRwlN05SYBEF48OCBv78/wuu3b99G+nUZr9dD4PIpsgRkCcgSkCVQRwngJxRmrB5V0t3aYTpC8BCsQwJGHlSIKvYSHpRyoIwFCkZQU3wlyWkJVmtidCZab6QoAwm0Rrjus6QMFD4U7t0TEq5pQoLueG+88vOP4ZOcttsP3Ni3+8rObRd1brPo44/cnUZsmTMrxGvNlUN7b5+OK0+6ZrxzE5QVgUol0GmAVgO0Wk6nZy1IXTARok4dq9UpQFICJcHrDMMjby1VWwjzqjTrNFKp1wGvm4E4VJ1jQgJBQTghXkf0F8Xr1cE6hNeiibloaC5AR5xQy15d0V4F2RG6R1usdOcBL0AMb1ldKjqEgcXCwkWrGDNer1KuW/TrHCdaxHAsLwhAgtfdkpOxPYyM1+s4SbyEbHi6kTLSuaY2/uXp1/FVSpuEeJ7nGYahxQQAQHjdxcVlyZIlMl7HcpMZWQKyBGQJyBJ4eRKo8dlU67NSVKtXBZPEUSXNDFrxx4rrLQ2iCXsFD9QcULFAyQhKileQXDnBlRm5UiNXaqA1ar2xqIzIu6dLTik9eyY/KiLPd/PFr6fvGztiS9/ua9s0cWnRcFHr93/u1WXZKHvPb2bu8faKj41+mJFKPX4IjAZLwFEDNH2BmvVKRqujDUZW1KZD0xdMJETq0A5HJBguFVENeB2p0yWQvY769afgdWgqA/G6Gc0/Sb9u1Sf17/xXqF8XwbrZEh9ZlkNni3BJqAWvC8AM2atr2eE54gnIoXq1LXQECRBYp4AgEk/XjtfxelNWXEcKxQ3xOg9UqoozZ845O091dZXxev2H04s802qMY1hc29SDj8t4/UV2g1yWLAFZArIEZAm8JhKwfW7iJ6MVg5Xr1ngdBoVHxFnWUlI8dAujF4COBxoOVLKgAurXORXJqQhWaWQVRlZRadRm5OTHncw6cPDy2jUh383eMtFpba9u8xr8e0qrJnN7dFw5ctCuLyZE//z9Kd+NySFBefHxZbk3mbJSUFEBzWaUKl6tYTXQ+SJtMBEGE2Uw0UYTayR40fSlCqzDBabIZh3idahfp2H4Ip6heRu8blGni791sYfBynhs6IJ9QyNoAY0uREckdcPrVd/zcdfUeyi9dLzOI5ecgmgGgyxhJGDdCq9DqxgE2bEJu3m17dPwOm0G6wIFeApIIXs1/XqNeB36nJHxer2H0Es8EY9vzFjNOLXtovsK311W2XBpz9N0XAhirPTrBQUFW7ZscXFxka43RSZur6kp1fPISj5XloAsAVkCsgRegQSsHkw1OmnASB3iTiuygHUxXI3ZtR4LvSPqOaCkuDKSLSdZNSsYGJ4kaUqrJ5QqfVGJ5s7d0uvXC/fsjl+2JGzWzN3Dh7p91PHb9q1ntm0xo03zr4YOXPX19N/Xr766f9e9o5GlyYnE/ftAoYQOGVkWupcxmoBaY6rU63VGnZHSmhgNwRgJmiYoAevUpYwFr5uNYUTlOsfQXHW8jsC6xVwd71kO1GwUU5UNA3UzI8UVcI0pVq4/yX79dcPr0Gk6imEksVzHtuZmdblUyy66d4QAH6N2aNoitYfBvES/TgNBSozEP0w1YxjRHgY6DhX9OiL3MFK87p6cnKJUqjgOylm2X38FM8wzVGE7GdkesULneNc25zNU/LSsgiDA5RBiAgAgvL5w4cKlS5fK/hyfJjz5f1kCsgRkCcgSeAESsH3M4ScgZhBet0bqCLiLeN0SXhLjdZMANDR4XGm8q9Y90BhKxVWdgDCB0mL+9k1D4jVFaGC2x6qTkxz9e3R2bdXkx/+8+ek//zauTbNvRtl7LP4lfMfWxJPHim/nguLHQKUCGi3QGYHeBBekQhROCQTNkIyJ5HSUUEkDNQ3KaV5DcxR0PiOavojZAEEhwstMLStNaY6mEV7Hzl6qcHcVLn8yUsf5qmeTwnYE2UWw/t+D1y0WLtXsXDBkZwXolN0ar2Ob9eoMsl9nbMA6Kg3q5S3+HC2oHQ5TTlzey4v2MFb6dffkpBSlUi3j9Rcwd7zwImwnoxqP4IlJytjmfIHNk/H6CxSmXJQsAVkCsgRkCdRDAraPOelDEPHV8LpFoW6xgTEHgrfEmRSjw8NwpEoaPGJAKS1UkIzBaGJUKr7wAXfpXOnB3zJWLzsxw3mv3cfre3ZY16uj79C+eyaMPDRrWqTb4vg923NOxZUlX9fdu8OpVECnB3oRqesJYICBRQWSZkmGJFk9xVVQgoIGZQwopsFDWlDQnAk6RxeN1JHBetWWFr2kMwLN8DQE66JbdWhOjr3/iUpvKdauM49we52zmzPW4h/mL6BfR/7kJVvJglHRIzt0zS6B7GjpaJVzGAzZeeifvfp6U4tBvNkynmfEyKbQlb3ZUYzoi0c8DOMmie7Xq+vXk1JlvF6PieJVnGI7GdV4xHaGkrqFwae8wBbLeP0FClMuSpaALAFZArIE6iEB/HTDPgTFQJTVHolVeN0C1i0KdQlYF82KabQVOJJlWJ6Djs546AH9cSGXmqiOCb/rsz5+7teHhg/06NL6l2bvftO788oJo/a5/HDmV9/bcRHapCsA+nspBmolXEJKiNp0IwE163oCOmsnoBk6TzIMxZooTksLFTRQMqCcASW0oKY5gmagtYxlXWk1RvwLRixCkF30v8iLoYswZH9WyG3Ob4XXpWYwT+arSdmyI+kRM1uPbkWnvAr79RrsYSRI3QzFqxy8vHC8Dk1p4DpnGa+D18mfY41j2nboP8+RGquo30EZr9dPbvJZsgRkCcgSkCXwoiRgeSCKPr9RdBoYfLJakuJ1K6TOCFChTovLANFiQArwDPTDB0PgcBRQlIDcLO7s8TKvNWfH2nvYfezWu9OSj9os7N3R3aH/xqW/nNq/6+6pY9pbWaCiHBA6QBqByQB9vxj05lBHBhM0htEZoTGMyQzZORh5lDcyQMcCDVzMCv3PaBkexmNCkL2WLY4wijD6H4nXa9QJWrqj2m+9+/q/AK+j5a3wDUHWr8t4/cXcNrb3m4zXbWUiH5ElDXgc7AAAIABJREFUIEtAloAsgVcpAcsTriqsphihsq543RasQ9TOAIMWFOWD9Gsg7FDJpjWJP38bPd5ha9fWi/p2Xu3wid9njgHzZ53dtDrtzDH9rRzwuBDoKgBLQnxPExawroMqdr0eLi2FJjEiXkeeXigawMBDPMkCIwsMLETtWgYuaaXEGKICzQJIoq7dvEVHWMBYXNiwyPLZbPaM/MY/WRte879SnTzOUU18te9YhP+U33qPh78+XhcsjthlvA5k/Xr1+6jet43tiTJet5WJfESWgCwBWQKyBF6lBLAZjCAq1wUeurxGVgwQAvGIRLcw0BgGriilBVYkhgYMDVhKECgBkDwgOUAw0GpFUwnu3wZnjtKb16Z9Pv63bu0WNHl7WstGM3t3XjBxlM+iHyP3br9xJlZ7OxuQBvO1MjR0pq7TwnMrKwSNhtdpOb2OMxp4ggBGQoDKdYsPdWjTwnEMT7MCwQKCBSZWMDI8wfA0A92cCwzE5TUTywLRBkaAoUc5gcdkRtXoW8IzbEWMDuNo1maPXjtcr8FUvTriMO/VezwgvC4AYDZaEURXLnXbVg0MFG9VHB5iQag4vEXFoXFTNXTgGKqySEceX6BTFyt7GIsVu2XE4aEnMjXES6pmv14VXgl2JDSJqQoQUKt/GHm9ab3H05/hxBrvkJftRVHG63+GrpfbIEtAloAsgf9qCYiYDoIzC143Q3YLAOMEIJLAiXid5hmCJQ20wUDrDYzexBFGljNQQGcCSjXIzwfnz1Xu233La03yT7OOjxmyrXv7JW2bftfnI5dPJ/isXBa1a+vl2MjbGSma/LusogyQJESQHA+xNUXDXejXhRBIkqdEgo7SaZ6kOILmSKg/5ylGoFlejITDsgLNCjSHiGc4HkYhYuGPIOJy6PyxiqrF6TEbPEO8Xi1hpF6zOxyLN0vLi4zZJSCC61y1kp6282qAB4bs9WDAM5yDQL0E2qPxZAb4HPLTjrdWrwyWsSZ+2hFfGPERAXAAsDWRWKbllUDgUWhdEa+LfcixMHIty/I8D5RK9enTZ50nT3F1dU9JTlWp1KIxEsD+HFFf1dgjr9Hk8Nrbw9RR1q++n2S8XseukbPJEpAlIEtAlsBLlEBNkN2M2s1gXYTs0OU1xwgMxZMm1mhkdQZWY2CNFQayWEHdy6eSk0wxEUqPlenTJgUNH7ijb5fNXdu49+iwYmi/tXO/ObTN9+LZk/mpycX59zUVlbTBSJlImmJhyE8Get4zk+iknGE5UVHOshwjRhdF0UY5hmZZqFmHzrVRLFVOhGkwIJGZEGyDti5AQhCdQxUugoHm9ZCCuLK2Rrz+ZLAO/xUE6OQE+jmxKkCEfjUiirocfIm9/JKKtsb0ImSvSQ+PFfJWjJV+HiN1cREEfJuzAesI/aNvBpZeMPd/1UsSx/EMA4cXz5nx+mSI191SUhBeFwAAttEGbPvoJYntZRQr4/WXIVVYpozXX5Zk5XJlCcgSkCUgS+AZJSAiFV6AHvTMunYYBgfhdbNlA4801CKEgrpXBgAjAx6VkMmpyqiou37eiT/Mjhk1ZG+n1ivf/8+81o0W2/Xe/N2McP+NaWeOV9zM4kqLgEopaHWciaRJ1khxRoY3iUSI1iwkNEnnSZYjOY7iOIpnaZ6l/x975wFmRZH1/f3e5/3cd5OrqysikjOIBBOIgouvYQ0I66qoa06gkkFGUBAEE4KAiItxEREVDCgKKggKIiBKlDTMDDDD5Js6Vj7fV113ijt3ciJN9VPPpW53dXXXv3r01+eeOocSxBgJrKWEyGjpVML6YUM3l8gcLDiMG8sVmpcIUsKLfkAocviRvF5ikwEEq1biVmj5//Sab1WctGOgeTKvS7hJIvLyvx5xXt9QUFAgre6G14+Bx6c6t1Dyz6w6vVTlHMPrVVHLtDUKGAWMAkaBulBAARcTgAX4yhGdC8QF5oA5EAY0KDIbJQWChIfAJSBCNk47GFv/06EF7/3y5JOfPXjfghuundPzgue7dXyua4fJf+sx4/Z/LHxi1PfvvL7/+xVk51Y4dBDsmHRS931AhAfuLR7hLo0XT5J6HNYlr/MiXmcUc0a4cneRYV0CWD/seS6Ke1GoA8X9oAPLunb40e3lnuStyrwOktflltxTtb7XxQTXbZ/HBq8HuUoPG9cDR5ey7OuG1+v2iTgBeze8fgJOqhmSUcAoYBQ4nhTggUsxBUACHAExATEOUQ4RBlEGNgeXyXWkiAFmQAn4FgqHvfyw627fk7t02a5p01fec/ebF3R9sn3LsS2bjGnT7Ike3Wb+8/oFE1I2zn8j97uvYe8OGdLx0AEozAPfk8lHMQG5JJTjwJruUe4EyB7wurSsyxLAurKvS2cZucw1WPJa5O0SLBMNrP7qRwDN4tKNp6RlvTivF19JmYTV6heGKpjYNa8nIvvx9AjU8F6PGV4Pfho67JxUtj+M4fUaTnn9O93wev2bczNio4BRwChw7CggimAdA7hcknqIQSGDgqAUMgnuitdJ4AkjEKM5oYJ9mQd3puYu+njT42MXXdZ7QvvWw5qfPaJdiwkXX/DS7TcvnjR+y8J3Il9/ybb8BNkHIRYGx4L8XAiHACMZUIYQCFaJYsJ8yiWvM+4y7ilSL7KsS1gPotHoBJbSJ126qUsD+mGflZK8nsjupdSVf7WizPhUJCGndIyuSonb14+deT3Sd5Kkn/SHqYJLTNLa0xJflbd64pLTUvzXA1iX7k3axp7A60KtNy3yXze8fqQfkOP+eobXj/spNAMwChgFjALHsQIi8E5XbjB2YFMvoEKVQsIjPo7abszHRMZGZDJyS2EINm/JX/rFjtdf/2Hwo+/0uWxS47Pub9V88KUXP/ePvm8MG/LZ3H9vW/ltZG8qZGRAbg44jjSo+wjCEYjFJK/jIAYkIZxQTCiizKfMDUrA69TnFHGKhCwYGNGLRoXKYRm4nCsbePAZJGYqcrgvhc6lx0tyKXJgUTOXDJtVIXUegGm95/XkP4GSkpa65/BLUQlGV29h8lOHlCleiZ8rH+D4u5t6KBJ5Xa5VDtabivz8gmXLlvfr1z9Yb2p4PXnCzPcKFDC8XoFA5rBRwChgFDAK1JkCgUmScuEz4TARYyJMRT4R+YQXEh7CNBaKFB44mB0KY9cF5EOoEHbvEos/SHv8sS8u7/VM07MG/vF//tXojIev/t+ZT41f+9abe1euKkw7AIU2uBQsD2K2TEpqeWD7YHvgepL4ka+s7JzKwC+IUp9Qj1KXyk+PEZ9TX4V3h2K8Hk9rFPiqK8cHGXJZZlFVpWgtaTKyxxsUc3opguySEHmYICtN7aqTOpuk47jjkvKW3FN5wZVN/bBlXU1QRbxOKKGc8QReT9mwwfD6cfxUHZ1bN7x+dHQ3VzUKGAWMAkYBuT6Sc0EUr1MRpSJERB7h+YSFMI0g4sRiXl6uFyqUlvK9u+mKr7PmvrJl6KCl1/ztrXZNn2rf4umLusz6182fvvDstq++cjf9QjOyuE0BywRG4DCI+UFBYCGwUZDtSPG6tKEzaV7HMvYLoX4RrAe8TgLLOiHSW17FTpdxGePZcGSo9rjttVjA+GRMV/heGqwLUXlGrExLw+vV/luqgs9MWa9PFfN6EIA9Pz9/2bJl/fr1S0kxvF7t+arHJxper8eTb4ZuFDAKGAWOhgIJvhsBr1MuMJOBWRzCY5iFEY0h4iKMfR9sC8KFkHUAtvzMlnyUNeWpVbfd9Gbv7i90bjOpbbPHr+oze/CgL994LW3NWnwoF0KWdHUPHEQYk+7wwgpIXcI6BgcXZSf1BfaZNKwjTDAq4nWfUp8RWbjkdSIIEYrXA1gPeF2mWi2d17WVPbmizOoJ7jMyWmVlKLzybQyvV/sxNrxebelKP7G+xF8vffR1udfwel2qa/o2ChgFjAJGgSIFEkBW7wp4nQVxEjFlPpEpRB1EkI+554PrghWFglxYv1a882bGmOHfXHXZy63OHnFumwl/6zH71hsXTJ64bvHirM1b+aG8gMgZOFy4QFxwXeHbFNmE2Jg6hLlEuET4mCPMMeIEMWlVP8zrEt5lkPWgcIIlr6sMpTKGpCwq1XzpvJ4wtCJX9dIxvWhJIivLWFut/YbXix6oKv9reL3KkpV/guH18vWp/lHD69XXzpxpFDAKGAWMAhUqoFm2KGmk9BuROwPfb5mbU2YFZYxRRgN3cuxj6WXuuuDYkLobli+1npv0810DFve6cHanli90aPZ0/78vfHzEpnfezF3zPdmXDpl5vMCmFkMxFo3SaIREo8SyqG1T2yG2SxyX+h7FHiG+RPTABUZ5wUhex5QEq04P8zpmhMgY67IcxnR1p+XyejEP9QDN9UrE5Eq1uLwsi7vh9QqfwrIaGF4vS5lq7je8Xk3hKjzN8HqFEpkGRgGjgFHAKFBtBSSaS1KP5xYK7NQgAyLGncBlZA3KBWWCUMAUEAbPk24wsTCE82HZZ97QQct6nPfMmac+8MeTbm3XfNQN17w67bnN338LsUj8pvIjJCcUDTnhkJsXcgtCbmHEj1o45mDLJZZHbJ+4PvURQYggjDHBhMhPHNjXA14PdhEi67JQwqh8geCUqRzzGtZlJcl5Pf5CkgjryvtFMToVopQSRBopi7+rut/wevUfz5q/OBn/9UT1Da8nqlGbdcPrtamm6csoYBQwChgFEhQoCpwimEoyxA6brSkHygNAJ8InHDH5FUCGX8xIgx++Q++/k//MhG23/3NRl/ZT2jYb17HN6F49Jwwf+t78d7avXRNJS5exXyiXcRFdJByEPOp6zPaZ41PHp65PHFUQcRBxsSweJj7BvvRZlwUzud6UUEJknJjgQwE7oVTiOuXBbQeIzhJzmcoQf/HVpdWCdSGo4fWEx+QoVo19vZbFN7xey4Lq7gyvaylMxShgFDAKGAVqU4Eilg0SszMqN0Yow7IIwoEKwFymLZWFA6JAKGRlwqpvYi+/uOvBO77t2eX11mc/c/ZpT15w7syb+r0xbuwnnyzZvC/DywuxiMttxBEVAfczaQkXmAMWgIXAnMejNGLqEuoS4hLiyIJdgl2KPSoXnEq/FyrDY1NCZBUX+bBjJkNmk6BTafuXLjsJ1F4M1hPN6jJVToIbDBWCCCi1GF6vzQetBn0ZXq+BeKWdani9NFVqY5/h9dpQ0fRhFDAKGAWMAqUooJaTSqt6kJlIRk8kwTrPgLMDe3r8LCLAduFQFny/yp459Zfb/7mwc5sX/vrHUa3OnnD5Ja+PGPz9W2/u/XFDJCPLjrrCpcIX1OdxCzmliDHMOZZ8LIjgWDAsGOIMqXyllLgUO0XFpRLZk3kdUyYZn8kiu5O8LghT7wPSkC8DwwRLT3mx/EeJvF4qrONSkb0o805VXV9KbW/8YUp59iq3y/B65XSqdCvD65WWqooNDa9XUTDT3ChgFDAKGAUqqYD8P0wQqxFR5hHqYOoh4vsYyzgtROYr5QIwkZlH09LFuh+st9/YNWb4V32veuX8c59q2zyl2zkTb71p3vPP/PTpp/nbdvCwBTEEMcQ8xpEgiGPCMKWYUcwYFlzCOnASZCQlIJFdUrsEd+px4qrCsMuwx4KAjkx6qytnGGn1l5lOJa8zxDhmAjPADAiXRXnvxGM56vDratWsJHZF6rwoz6W2rAf2fmn1T7ayAygTe2IKnmoHjTG8XskHsmQzw+slNanRHsPrNZKvnJMNr5cjjjlkFDAKGAWMAjVQgEmHF5m71KXMIiyKqYWI42PfQ9z1wHHBdSA/D7Zv50s/z5w+deM/+77Ruc2kv/7poWZnPdr9/PEP3v/ua69v+WULOZQHHpM34gOEXdchyGcYMUSYJHVOMWdEcAKcysIOIzswLAtFQHxVBPG4LDIAu+b1OKxT5jFZfMYRl7COA1hPRHZpaE/IXF9kXS/Lso4FIOmiUwLZA16nCZ/JWTOrsg7S8Hq1H1LD69WWrvQTDa+XrkvN9xper7mGpgejgFHAKGAUKKGAAOmgjji4TNiExTCNBLzu+hh5CKJRyMuFzIOweRP5cOG+Jx7/ot+1s89t+0SrRk+0a55yU/+5k59e8cWXB3/dgwpikBtBORE3N+rkW07IdWyCPIbivE4Jp0TyOgtgXfK6KoraNa8jIJLaBfY49kvndQnr3GPcZ0L60we8XhLZmQwIoqldEXuiZZ0G1nTF6KjSvK7N7aV6vJS/0/B6iaevsjsMr1dWqUq2M7xeSaGq3MzwepUlMycYBYwCRgGjQMUKCJBMSwT4THiE2ghHXd/yEEJYUArRiIwDs/6H2IJ5O0YO/fCaK545t/3g8zs/dnWfF++/++05c374fm3WgWwSccHlkG87hwqtzHwnN8wjrnAwC+zrmDDCGOVBEdK4zmSJ87o2tGOgOIB1ieyC+NKVRha13pQQSoMlsBxJUg9gvcgZRvvDaJcYZV+vBK+TIrN66S4xCZZ1bWWvtond8HrFj2MZLQyvlyFMdXcbXq+uchWdZ3i9IoXMcaOAUcAoYBSohgKKhIIYMAJh4rpuLBKJOi6hVPZmx2DPr3zBf7YNGTiv2zmPNjnzzhaN77jr9tmzZ65dsyb3QBaxMYQ9O+TFwigS8qMhl0QciDlg++AR8BnFnMiERkGAdBltUUZyZyACZJfgnmBll7xerAhChDTMU5mliTISd1gXKliN8lyXsB74ryvndf1ZOft6Eq+X6r+uSV1VDK9X4zGr4SmG12soYPLphteTFamt74bXa0tJ049RwChgFKiHChQ5cB/+N0GEImQXlBCZpYgSwFhGWM/PhV9+Cn/47raH73/tsh5jOrYa2PO8J2+98aWXZ6xctSrt4CHHQj4By4W8GM8O4awQzgt7OOaCbYPrg08AcRbwepB5iSe6jxdDdukkw6igRBTjdRLwusxgGvC6DN1IEmzqcVIPeF1juq5UmteTGT1x1amxryc8J0exani9lsU3vF7LguruDK9rKUzFKGAUMAoYBaqqwGFOP1xL7kNw6ZDCA7O650LWQfzDmv1vvbZ6+KOvX3z+w22b397jvGEP3PWfV2b+sOa7/AMHhIsACYHBwRB2IDdM94fJgQgutDCyMbgU5HpQQbBkbFZ02XiElngeI+UYw6nidaDkcCEEAuO6oNI6L3m9KHSjNqsbXk+ewhP2u+H1Wp5aw+u1LKjuzvC6lsJUjAJGAaOAUaCqChThsuBFmxBFfSi3ai5dVCgG7IFrQXqqs+KrXVOf+/DWm8af2/7WLh3uvOKy0UMfmffu2zu3beZ5ueC6MniiS7glfdcLbDgU4+kRtjfCMix+yBEFHkR94WCBqQyJzoXMcAogP4MiU6py4Kok+cYEHjKS3WlQWJB2lTMZZF3mbyJcBoTRC0xpkHJVxnAsWmCaVOEyUIzaSq43Lc+4LoAY+3rRU3J0/zW8Xsv6G16vZUF1d4bXtRSmYhQwChgFjAJVVUDGHi/amNy44AFAF8E6MBAEsAsFObBre/STRZuenjD/H31Hdzv3thZnX9/36nHjHnv/w/d+3fIzCRWCY0uHGQbgUbCIbbH8GDsQZXsifFtUbLVhuws7fNiPoBDLdKiMx2E94a4lgKmAi0nIXrQUVcG69JNhgnEu/d/jSZEUspeM3piE6fqr4fUE3Y/TquH1Wp44w+u1LKjuzvC6lsJUjAJGAaOAUaBqCgjgXC715JwzRoKMQ5jzIG8pDzJ4UgAC3AcnDLu20I8X7hg95K0+lwxpdPpVjRtcff65d016ctHKrw4cygQrBj6CmA2OJzMJERlq3Y+RgjA6GEKpYbI7xvc4sNeDVASHMESIDI8uM40m37B8TyiH13X0GJmqVPE6l//GMyJpZC/prZ4Ydj3+RhDPl5ToPU+FUPEcq2pfr/ZiU17020KyEuZ7JRTQr5XlR8ws72jwKwsrypklf28peoHljDGZjotSznl+fv6yZcv69euXkpKyYcOGgoIC9ZeS2F6dqH+z0pVKDORYaWJ4va5mwvB6XSlr+jUKGAWMAieiApohArYQMnyiLIwxRLlDmasG7ToQKYBoPqAoOIWwbQO8NXvL3TfP7t55SOtGd3RrP7D/3yeOGT7v4w+37dwRDYWE41GfyIWkmEn7Og2M8j7YHkivGA/ygpLrQy6CMAaHAi2d1w+7xkiajpe4e0xgcVdJSqUrjSxBZlJZVVZzKmTQeFqaA0wCo2vnGwi8cRJhTmF3MAL53lF+0Y11JbGrcuqKMhM/T8RH7QiNKVHG6tSLSF29thleP0LTVu8uY3i93k25GbBRwChgFKiBAtocKBGdcgnr0hucUuZRHiEsGtjVIRoSOQfhUBpkp8KuTfD2y6kP3LqgQ+NHm/7l3o5Nht7R/41nJ6z85IM9236J5uVi2/M8WoB4VC4lVfwvQyliKp1eUIDxPgEPgYvAxcInglD5piB5vLyhHKYvZXEv/VPwwOM9OKh9XWRFOt7HSzFYL3bNshwqFIKXw+usKhlME9ldjaq8cZtjR1IB/QarK8a+fiT1ry/XMrxeX2bajNMoYBQwCtSGAsV5XSI7pZxQRJhNeBjTmO/7jsWjhZB3EDJ+hbXL4Y2X0m+84tVOTUc1OvmeizuNv/+WhfPmpH33VWzXNpqbDZYtPOQiXoghSsFlQV5RJu3sslAganEoCZIe4SC2S5AYSVrGi5FzydHVhNeLSF0he2A7Dd4PuPxM2Mride0PVCqyK5pPpPDK1w2vJ8h/DFQ1puuK4fVjYFpOuFswvH7CTakZkFHAKGAUqEMFFK9L27rccOCz7klYZxamUUxcjAC5UJgDuzbD8o+sqeO3/avv/I6NR7ZuMPiiDmMH3/PBvFd3bf8JstIhPwdiMfB8QIQRjohAVAK6NKuX5HVaFJExCPIijevJ5Fxy0Id5PXBq1+4xxSoJcWUEFKdmZXlXn3HPGgnrhtdLSl2P92hM1xXD6/X4caizoRterzNpTcdGAaOAUeAEVCBYWhr4wlBCqEe5TXmYsEgA6zGEMMVAPdi/B77+NPTsuPX9+7zdpsHIRn988Pw24++7Zf6C1/fu3QbYAYrAdcDzBcLSFV0FTwxYXLnB6GDohBXFXwwM7SwwrsuVpsnkXFLsYrxetCyz1J3BuepIcWSPE3zZ1zL29ZK61689GtN1xfB6/XoCjsxoDa8fGZ3NVYwCRgGjwHGtgGIRDeuBeZ0Q6hIWxawA0xAiFkKe70F+ttjxs7PwrR3jhi3t/7+v9uw49fzWk2783zfHDVnz4duHtm0Q4TwZ3hEj8Hzmy7SnIFMY4cD3hQta5AlTZGKXvB6UYF0ryExIgcN5fNFneaqWiual7gx6KfVI4s7SrnVUeL20GzH7jpICGtN1xfD6UZqKE/qyhtdP6Ok1gzMKGAWMArWgQBKsU+kLQyjFhHqYOIRahCLkMyvKc7PY2lWZc2d+P/DO16/sObFb69GXdXvhX33nvfzMjm8+8VO3Qig7gHVf8jrCBFMc5BsFgkCCeyV4PYB1oaMYJvJ0Yj0+7MRdZdUTFCqrSTEXmMPtVfNSLfLKf10Hfim1UtaJlR3c4RsxtaOngMZ0XTG8fvRm48S9suH1E3duzciMAkYBo0AtKJBIIUHcRgnrcoEpRYQEyE2Z4NJnPTcTNv1QMG3Kl9f87YlWDe9oePJN7Ro9dNc/5r0+Y3fqFnDywY9KTxiCpDWdEEYoogxTGnz15SeVwRxVjtH4J5OBYuL2dR4kNK0krx8m7HIY/HCjyghVakflMLc6VFVSV2eVei21szK3atocOQX0H4iuGF4/curXnysZXq8/c21GahQwChgFqqGAohDlCROsMSVEGsV9QjxCKKNy4SdwyDkI36/Inj7lqwF9X+jQ9P6OTQf97YLxA+94d+70Heu/ZaEsIDYQF0jA5URmkUHS/Z0hmW8US3d2SjSvIw6qYF42r5dPyrXNtqq/8q9ZW0dr+96rMevmlEoroDFdVwyvV1o807DSChher7RUpqFRwChgFKiHCgTxYGQiUCpzNUpSx9Ksjn2MfYKAYYngXhR+WuvOmb7+H39//tzWDzU+fcAVPSeMfnTR4gVpmzfQ/EPgxQJSR9q4LqR9PUj9KHmdACNB3HXOg3iOSH1yaWsnPLCvB8Z1leUoHrClfDquDeZVfSR+ln/N2jpaG/deDx/VozRkjem6Ynj9KE3FCX1Zw+sn9PSawRkFjAJGgRopIHOrC8oF5hwzhgj1CZGkjrCPEPJd8CzIzoCffxD/fmnrvbe+e07Loe2aPnRx18dShn/y6aKMgxkQCYHnApLu6ZwQLj1hdCFAqZC8HsSFYZwzQUrldQ70CPJ6IqDrem2xeGX6Mbxeo4f2CJ+sMV1XDK8f4SmoF5czvF4vptkM0ihgFDAKVEWBw+QhLeuYcZ9xjzIvWGDqYewh5CNE7KgMo756GZrx7La7b/7g4i5TW5w5/LKLpgx+aNGi99L37JKBXzwEMdfzaAyJAsxjhBLJ60WGdukDI3mdMY6ZwEwgJlOcJtvXjxSvK1CuDFLXaRvD61V5WI92W/3HoiuG14/2nJyI1ze8fiLOqhmTUcAoYBSovgIKO4qYgzDuU+4EGZFcTGUARoSZ74PvQSgPflrLZjy77e+9Z7ZtPKLhKQM7NB816N5Fny7KS9sLyJf3ELH9rLwsyy9AIg/zCJarVA+b2ANe55TJqzARFMnrcWTX/jBHhNd1ZMbqrRCtLYLXFv3qz6A580gqoDFdV4r+djiTPmSEUso5z8/PX7ZsWb9+/VJSUjZs2FBQUMA5B5nIS+j2qqL70ZUjOZwaXus3NTzfnF6WAobXy1LG7DcKGAWMAvVQAYUIh+Osc0y5S3gMsxhmLmYIM+H6EA5D1kH46Uc04/lNt1w3r9kZj7ZtOuKKXi9NHr/+4w/zt/wCebnguOAgiLhuyA45JIx4IWIRRF3pAo85xoKQYI0pZZQhxj0mPAaqxJH9SPF6olm9VFhXO2uLyMvpp3KwrlvuGdUVAAAgAElEQVTpSj18Uo+ZIWuq1hXN34bXj5lZOv5vxPD68T+HZgRGAaOAUaDWFEjkdRkNhiHCbMzDPosg5iCOEYVIFNLTYd0Pzrw3Um/7x7zOrSed/of7L73g2dFDv173PWSkQW6ObBNzIGyzqG/bxPZYDLEwYlFELURdRIJESYRRKo3rlPlMuLKAKp4ysR8RXi8J6xSgZDkCyK7upKKp1IyeVKnoPHO8jhTQmK4rhtfrSOp63a3h9Xo9/WbwRgGjgFGgmALqx3nGOKUUU4qItKnHEAt5NOJR1yPM8eFgpljzfWjunK0P3/9hpzZj2pz9eM9uz40euuKjDwoPZEAkDDELwjEIWxBxqYVdlzk+txGP+izqsxiiNqIOpj6RSZeoDMF+lHldGbwVkZckdb2nrpG9ZrxetVjyxWbdfKmJAhrTdcXwek30NOeWroDh9dJ1MXuNAkYBo0B9VIALwbggjCPKXEJtCes04tOQR2IR28otsHNy+ebN1rvzdgx64L0e549r3eSRy7pPHTn46w/fK9ixDfLypGU9agWw7oCFucOQxz2fO4jHkER/CzFbesVQT+ZLokSGYGdyPav0h4m7xBwZfxjFx0mwTgBU0ZiuK4rXkz7LcW6p6qGKeD3JoF7h1/r4AB+FMWtM1xXD60dhGk74SxpeP+Gn2AzQKGAUMApUTgG54FIA4QIx7lJmERbBNOzTUMDrdk5+ZPeevO07ol98nvHUE8t6Xjj+1D/edG77EQPvXfzJosje3RCLQX4h5IegMAphB2IIXA4eUE8gX7g+t5AsNmZO4ArvEeoHsK54/QivNy0f1klpLjEa3FWl1s3t5fJ6hXReskHlZt20qqECGtN1xfB6DSU1p5eigOH1UkQxu4wCRgGjQH1UQACwgNd9xm3Ko4SFAl6P+CTmYRSKkLQ095OPtz05dvFVl09q2/zR1s0eeuCeBW+/vm/HNsjNhUgMsnIgtzAO6zYFV4AreR17wgtcYmzEnSJed4P8pj5lsjCOZDBHcTg4DJMpTuP5kuogPozmdYXdCsEJAA5KZXidAtQuspft0VKSxSuzpz4+w0dhzBrTdcXw+lGYhhP+kobXT/gpNgM0ChgFjAKVU+Awr8uYMNQm1MLU85DvesTzICeb/7Qhf+L4D6+9alzLprd16Ti4//VTX5uzZeOPvLBAGtejFuTkQ0EULB8cGhjXBXgi4PW4S4yjeZ0wlzBPkroMDhMUyesq8jpmktRLhXXOoVbym5bF6+X4wyTZ12vO60nQXcYsJbWq5NcyOjO7a10Bjem6Yni91kU2HcrAn5RSEmwAkJ6ePn369GHDho0aNWr37t0AoKN6CVH2q78R0ihgFDAKGAWOewVUAHIqhExliolHiE+osG0ei4Jjw/Yt1rw31l97ZUrTRjec8Ze/33Lji/9+ZcNP61F2FjgOWDZYDtg+OBg8Cj4HX8K65HVfEJ/7PndRUJR9XcF63LLOkczKJCSmq8KBBIUWt6xzDnXK67Rs5/WSsF5DXk/i7jKenqRWlfxaRmdmd10ooDFdVwyv14XO9b1Pw+v1/Qkw4zcKGAXqmQKaKnQlQQAeuMRQzilCGCGCEdgxOJDOVq/MnDF1+b9ufuGcNne2b3nrdVeNnTl95U8bnKxMiEYkrzseuChIdMQBCVl8WYQf53Xkcx9xD3E3cF4PjOs87gnDOVa8zoGwoBSHdYXp+rPu7OulQnk5O6vtD6O4O0H4sqqVBHRjTytLwLrfr/+OdMXwet2rXv+uYHi9/s25GbFRwChQrxXQVJFQ0YLEc3xyDtgHzwY7AnmH4MfvQ8889Wnfq8e2OLtfi7NvuLLP0Bee/XjduhzLAteVpG674GJALB5aRbmBB8gufMEksnMc8LpEdiyR3SPMpxwFzjAS1rmQ9nXD63om4hXD68mKHHPfE/6O4lXD68fcJJ0AN2R4/QSYRDMEo4BRwChQeQU0XmiqKO7tGJhqOXAMViHs3wvfryicPe2H/tc83bH17Wef8fcbrkl55un3V69OzTrkEyZt6g4CjwAWEtaVLVov20QgkOyJYaBYYCwwEYgIRAWSsM4x44RzwgUVgnIhfWCMfb3YVBpeLybHsfhF/0Hpiv7LMvlNj8UJO07vyfD6cTpx5raNAkYBo0D1FFApkRRSMLlxwZN7EhSIAwf2wKovI9OnrL3r5tfP6zC4U5u7L73o4WcmLfp25Z7cfOxiRgA8ijzmYcAUOCvB60GwFYGLkJ0AIQLToEhvdQnr0vdGCCbjvgM1vF5iJgAqiezJZ5rvR0gBjem6Ynj9CElfry5jeL1eTbcZrFHAKFC/FZDoxzlThTEqC2WcF4dCDsyDWB5sWAmznt3S/8qX2jcZ1KrRXVf1fjxl5Ly132XGYlJFAcyTiUvl+tKAsykDxoBTECQoGERQOAFOgMoiCC0qTGZlIoxTLi3rTBbJ67TIvl7qStMy15uWyrRlz7VqrvMZJYZ0LMdbPelQtZ3Xtdxl36A6UuqoytpZUWfmeB0poDFdVwyv15HU9b1bxpgKEQMAGRkZL7300rBhw0aPHq3jw6gnz8SHqe8Pihm/UcAocPwpIOFOABciSFwqSV3asyUoMxL8t59SytSwKAHXAicGNID1dV/DrKfT/tX3vYs6jD+n2dC/XfTEqMHvLn5/S+oe23GBAfV5oUMLMVhBMBjtek4pUAqMAiPxwknwNdgvj0qsF4wJqorkdWDllqSVpvL3gMRSKsGWPVe6ue5Dkbf+eSCJy/VX3Syxojspv6Ivqitl32DwMlRZs3rl+iv3YuZgjRTQmK4rhtdrJKg5uSwFFK9TSgFg//79M2bMGD58+OjRo/fs2SP/oyGEevLKOt3sNwoYBYwCRoFjVYEgZamyXnMaMDoOvMYRZZgyEhhr4ryOfYiFIJwHoRzY/QvMnXrw3n7fdmvxfKcmT/TqOvmRexbMf2PLru1eQQF3PGyjAptkOPQQgSiTwRsRl8tNdfR06YZOlU09DusssL5LA3xC0TtlJUB2jeYlK2WGhakKsqq2pbK1onBN5yUrrPhrQqmdlLpTXbTSz4geTyUrle7YNKwLBTSm64rh9brQ2fQJhtfNQ2AUMAoYBU5QBUryOmIyiqJHmUupR6iHCfY97jlAfUCWdIPZvA4W/Dv74du+uazTvJanPtG787RH7vx48byD2zexSKGMs+54juUfclmaLw4RCFPwmAzkqAtSMdRpgOzK1l4E64rXBQMRUHsxXg+QvSSm6z0V8HrlZjAeAKcM8i7HxK5ovlQcr3BnHfB65UZrWh0BBTSm64rh9SMge328hOH1+jjrZsxGAaNAvVBAkmLwK2nwX3pGqIyi6FJuERYjLIpZGBPbtv1IiHkxKMiE7RvgPy8fGnr3iqsueq1n+1d6nTtj8F1L3355386foeAQuDbYDrc9y8HZnsjAkEMgQsFNgHU/sLKrtEfSxE6lU3uS+VyRt/rUOF5hxfB6wjKDevH0Hh+D1JiuK4bXj4+ZO+7u0vD6cTdl5oaNAkYBo0ClFZA+jUEcGOn8QqlHuU15hPBCzPMwy0EkZNtuuJCFcmDHRlg4N/LIrWsv6fhyp7Mn/u/5rw6+a9l7c7N3bACnEHxLZjm1Hez4UY/lIjhIII+Wx+vxFahMJiXVJdn7PME6XT7BG143vF7pp/4INtSYriuG14+g/PXpUobX69Nsm7EaBYwC9UUBRQ9FsC7jClBKCHUJi2FWiFkeYtmIZfqkECFqRWDzemfeK2kDB6y8tP2C1qc9fUGr5x+548sl71r7toKVB5FciIbAtsDxkEdiiOdjyCSQp+zrFDxVAkN73B+GqaWlgcN6Ea+XydwBtVfM6+V4dFduXo+WP0zl7k61KmeQ+lBV+jNt61QBjem6Yni9TgWvv50bXq+/c29GbhQwCpw4CiiUi8cKLA3WKSGS1zGNIlqISAEihbIgz7Uh5yB8ujBt9MBlF7ae3v70mZ0bP3/rNe/NnbY7fQegMIAP4VyIFILjgId8RGNYFBDIJlAQ8LpTBOvKkT2Z14vDejn2deCgkL2UTyED3ZQXNKWMmSx5UoJBv1iYGQ6QGPil1Ho555a8kN5Txq2VulufVH6l1HNL2Vl+L2UdLaUjs6ssBTSm64rh9bK0MvtrpIDh9RrJZ042ChgFjALHhALKcixjmAQBHCU8JBrXsdqIg0g0IPWwj2IIuxRD3iHYtDY2ffLa/pfPPe2/hpzX5PW7b1j21sysn9eAlQ9uGNwIWCEZ6tH3BcI+pjHCCwnkUCikEKXgMLnkVBYejxWDOeAgnjorDuvJgFwa/5YC67wI1quodBKPlna15DsqFdMrExkm6Vr6a1VuWZ9UYaVSvVbYSzkNKnUB00iF0dOkriqG182DUScKGF6vE1lNp0YBo4BR4IgqoMzDFICpgOsK1gM3GGlZD3AdIVzE69hC0rTOrTBs3hB9Z+62u//59vmtJzX4v6Nu7rPylSk5G7+F7HQJ604YnEgA6y5gRDFxieT1EBV5FEJFvO4GsF4WrysET0bjyuCzaqO4sopyqpMqf5GatKzWDSaNpxx4Lnko6dxSvtZk+KKU/syuMhRIgnUdBVv9AcrftCjlnOfn5y9btqxfv34pKSkbNmwoKCjgMlHZ4ajZmvJLdljGlY/F3b85Fm/qRLknw+snykyacRgFjAL1UAGNcioWIQGgAoKkoZxSRghFhCJMJJzLgh2EYz6J+AgjH2JhOJAKnyw8MPrhzy/qOL7FX4d0bPzk+KFb134FeQcCTI+ArWDdAeQDxgQTJ+D1MBUFVISJiBFhByFikmCdJNjXDa9X7snUk1lhpeL+DK9XrFGttCiJ15q8GWOG12tF5OO7E/2I1HAYhtdrKKA53ShgFDAKHD0FtBsMBSAAGAALwFxgzjFliFCPEA9j10dOUGwPWx6Oeh4gF7L3wzef+089tvbqS1/p0GRs905PD7rr40XvFGTshkg+2FGwojLpqe8GsI4YxggTO+D1CBUhKiIBrzsleJ1wOBq8noi5cV/3mljNK3+uunAdPAWJI0qsV3wp1bryQ0hsaezrFeurW2gY0xXD61qcel1JeiCEXIFT/U0IEYQMkMuQACAjI+Oll14aNmzY6NGjd+/eDQDa/bGGF6r+LZozjQJGAaOAUaB0BUrCug+ARJBtlAuZF4lQBxMbYdvzLc+3PWTJgm3PlYbz7RvhpckZA67/uHPLqRe0n37nTQvnvZ66ab2fnwvRCFgW2DZIskeAJaxjTLw4r7Mo5REqokRYRGheR4HbeiKsK//1I2JfT8RZWVcrVBMxtO7q6tqlT1JN9yaPK1h1W3Gn6rTqDblGXFHxrZ1YLTSV6Yrh9RNrhqs1GvU06EdBVdTOSvannyfdVZFfIwaAtLS0adOmDR06dOTIkTt37gQ4nP3U8HolFTbNjAJGAaPAkVJA87qyrPsAHoAnwOUyh5FLuI2o5eOYh2Kub7m+7fie62MPyYSmBdnw9RK44x9fXND+pTZnPf2Pqz946bltu3ZAZiYUFEAkKmyH+YgjSeo0gHUfEwdTS9rXWYzyKJWwbhPhBilONaxTDiwoiTHXyw8LU6ZreyKslqdqYrt4/Yjxur52eTdY/WO6+8RKxd2p1obXK1aqhi2SsMr4r9dQz2PodCGEckGRNm1CGGOVRGFN2EHmC/mhFhJRStXwhBAIIcdxfN+XvoqexxjTI1d2dEopY0wTP2PSZIKCTQiheH3IkCEjRozYuXOntr5TSit5k/pypmIUMAoYBYwCdayA4nUauMGgANYdAEeAzcFiYGEe80jUQRHLj1pezPLsiOXn5Xv5+SIvG778xBk77JcLOszo1OLZXuf9e/K4natXMNcB24OYI2yPeTIWDEYEIeIjaVl3MLUJtQiThXKLcodKWFc5TRMdYBSpJ0Z6KZPIyyHKygJqYrvD9SPD6/p6NZ9q3ZWuFPWpd+hK0ZGy/1VNy1G3nEPGvl62riWOGF5PlOSEWm+q1h8ghPxgwxhr4E4cc8l6Iq8nLvn3fV815px7nheLxRzHcV3Xsizl5aLcWtROhJBCdgX9lEqriboTIcS+fftefPHFwYMHjxgx4tdff+WcK+s7IcTweskZMXuMAkYBo8BRVUAEIcMVr/sADoAFEBMQ4zLMYhSJiEvClh+OepGIG4u4TkEEZ+z3du/CP2+ACSnr+nR/46w/p3RrN+3uW5Z/+gHLzpSj4QAeJT5FPvUQdRF1ELWDYgXGdYswmzCbModyj4o4rDOgQejGmjJ6IkWWR6f6WGKl2MkBr1fTrJ/YUTl1de0aPgJ6ACUvVMTNuomuVHxN1bRkn5XZU3Tdiq9iWsgAL0lboknUrDc9/h4Rzjml1Pd9z/N835d+gESu2FesnGgIL2tsOpiuhnVCiO/7VrA5joMx1uGBlPVdfUUIWZZVUFAQiUQcx1FGfc3r6h48z+Ocp6amTp06dfDgwcOHD9+xY4d6tVC3ani9rHkx+40CRgGjwFFSQPE6AUAALoANEBWyRDiEGUSQiDg0EvMlrIddO+z4+YWQtg9Wfh1+efq26/73383PHHvmn0fceO17r87M2vyTdFgPeJ35wvWZ7VPbp5ZPLSRLTKZJorHAvm4T5lDmUu5TobIjUSZ9YGqZjhVylqKtxtakSiKLKv/1xNeHWr67eGqqUm6varvUjySJt67rCdycNNKKL6FO0F1VqZJw3YovVN9bJMG68Yc57h8I5XniOE40Gg2Hw7FYzLZtz/OUfb0yNJzI68qXBmPseZ5lWbFYzLIsjLGicNd1o9FoJBJR+2PBZlmW67rqctqRRr0zeMGmef3RRx/VvK68ZTDGlbnD436SzACMAkYBo8DxpIAAKGZcV6QewLqMjI5EzKF2zHcirhuy/ZDFD2XDLz/Bm3My7/vXx+e0Gnv26YMvPm/Kk4+vWrUS7d8PTvBjLQXfB9vjls+KShzZlX1dwjqhLmVewOuYAWHAjj6vJxFpqbxe04Wvydeo5NrPcp+pRF5PytYk43PHN8PrRUoca/8aXk+ckRPBH4ZS6rpuYWFhVlbWvn370tPTMzMzw+Gw7/uVQWH1QOj8F8pNRZnGXde1bVvheCwWy8vLS09P37lz56+//rpr1659+/ZlZ2fHYjFtwk90fK8Mr6ukeJW5ycQ5M3WjgFHAKGAUqGMFFK9L47oAW0CUQ4hBIZNpR2XmUQS2Q72YjyMOKYyxwihkpMOyz9i4YTt7dJlx5qkD2zYb+ujADxd9mJaxHwrCYCNAwBBYPlgej3ksFkd2yevSJSbwX5ewHvC6TzmiAjMhjesM+NG0ryeBtLR9F/nDJJnYa9PKriC6hpOseV3BOg3ewdSn4fUaanskTje8nqjy8cTrysKdePeMMcdx0tPTv//++7fffvupp5568MEHR40aNWnSpOeff37+/Pnr1q3Ly8tTviv6RIXmnPPER0HtVDZy5VyukH3//v0//vjjkiVL5s6dO2HChOHDhw8cOPDBBx8cOnTo+PHj33zzzRUrVuzbty8ajSq3HG1fp5RqnxzOufFf1/qbilHAKGAUOOYVULzuC3A4xJj0gSmgUECgAEM+gogvXJdSG0PUhbAFoQhs2wLPPrWn79++atFgYpd2E+7+17yvvypI3cdDMYh4voVdh1uuCHsi4vGox2KeMrHH/dcTed2jTPE6qV1eT7Ijl+6ZkdioJKnH9xyPvJ4I6zRYSlAkQOKQK/VcqhPKVCfovKyjRRet1IXqe6NESNOmVeXCbvIlHdMPh7JY61tECOXk5GzcuHHBggUTJky4/fbbe/fu3aFDh549e15xxRW9evW65ZZbnnrqqRUrVhw6dMj3fU3tCsd1OBftEaUIWzVjjLmuW1BQ8M0330ydOnXQoEHXXXdd165dzz333HPOOadjx47dunXr1avXgAEDxo4du2DBgp9++ik/P9+2beXpriLG6PgwOp7jkCFDVDxHFR9Gwb2xr+s5NRWjgFHAKHBsKCAAiACfy4AwESphPZdAXgDrBb6IuRTZGBwEUQfyC2HHTvbhwrxb+3/ctfVbLc6c0P/a12e9tCE3F1wENuEWicVIxKIhmxe6POJKXrcCXrd9ueQ0vuoUU4cwlzCP1DavJxJpYj1Z6sRj2jZdCnmeALzOivnbqIEny1HWd9W6FF3KJXXV3vB6WaqWst/weqIox5N93fd913X13efl5X377bfjxo275pprWrdu3aJFi/bt23fv3r13797du3f/y1/+cvrpp3fo0GH48OFLlizJzs5GCKlzhRA6Notea6wXrWp6DoVCmzZtmjBhwsUXX9y4ceOTTz75t7/9bbNmzbp06dK1a9dOnTq1bt26QYMGrVq1uuGGG6ZOnfr9999nZmZ6ngcACv3V4mUVo0blSxo+fLjOl6TfE/QV9dBMxShgFDAKGAWOrgJCphH1guiNYQp5BLIx5CLI90XIY3bMw2FLeqWHopCxH15/fdMdt84/p+WUDo1f7X3haxPGrlm+LEe5wVjEslheUPKLeF0a1z256tQp4nWJ7Jg5mLk44HUi/WFqzb6uObw8SXWjinH0hOP18nQpeaxigcoGd8PrJfUsc4/h9URpjldeRwj9+uuvc+fOveSSS9q2bduxY8ebbrpp9OjR06ZNmzFjxuTJkwcMGNClS5eTTz65W7dugwcPXrt2bW5urnY0V3EYKaVl8TpCaOfOnfPmzbv55pubNGnSrFmzHj163HXXXRMnTpwzZ86sWbMmTpw4aNCgHj16NGvWrHnz5gMGDJgzZ87WrVsdxwEAQojjODocOwAcPHhw1qxZI0eOTElJSU1NTZwDUzcKGAWMAkaBY02BgNddBjEKhQRyMGRiyEEi3+Nhl3oOlsHUoxbsS4MVK8PDhy2+sOukRn9JubTLoscGb/74g9Cvv9LcEIt4jsVybThgi0OOyHNFyBVRj1set33m+MwNojq6iLlIwnqc1zH364LXy1M4EdYrNhyfGLye4MJenjQljxleL6lJnewxvJ4o6/HE68q9RGUGLSwsXLly5ejRo//85z83btz4uuuue/PNNzdt2nTw4MHMzMxdu3Z9+umn999/vzKKd+3a9c0339yxYwfGMtWo3hJhPcm+HolEVq1aNWrUqAsuuODUU0/t0aNHSkqKhn7HcVJTU5cvXz58+PALL7zwt7/9befOnR955JFVq1ZFIhEAwBhblqU9cAAgKytr9uzZo0ePHjt2bFpamr4HUzEKGAWMAkaBY1ABIaMoIgYOgUIMhxCkI8j0RJ7Lww5BPgUPQ3YurFnjzJz50/XXTm961sBGpz96W//PP/nA37MTCkOQnecXWpbNQo7IdaHQg4gnYp6wfG773EXcRczD8eIGlnX16RHD66CYuIbPhfbpYQkrTZUjOwtM4NXr3/B69XSr8lmG1xMlO554XfuN+L6fmpo6e/bsG2+8sWHDhldfffW0adO2bt0ajUYty3IcJxaLZWZmzp8/v3///u3atevUqdPgwYOXL1+exOtJjwKlVCcujUajn3/++TXXXHP22Wefdtpp99xzz8KFC3NyclzXVZRvWVZ6evqHH344aNCgRo0atWrV6rrrrvv4448PHTqk3ihU4lJ1CQDIzMx8+eWXR40alZKSsm/fvsQ5MHWjgFHAKGAUONYUEDLkOWXgUwhjyPRhrwf7XZHjsLBNiOVBbgH88IM7++VNtw14/YJuT3ZoM+y6q2ZOe3brji0QKgTXg5wCP2Q5LnPkGlNF6sL2ueNzN+B1L5nXuUu4hnVc6/4w5Sls7OvlqZN0zPB6kiB19TUJ0rQXsQoQYvIl1ZXutdhvOBxev379oEGDOnfu3KJFi0cffXTVqlWFhYWMMR3DkTG2YcOGiRMnXnrppS1btrz88stff/11y7I09Jd8DiilKtQ6ANi2/dFHH3Xt2vXUU09t1KjR+PHj165dq5IoKegXQliW9fPPP7/wwgtt2rRp1KjRhRdeuGDBggMHDujQkCqgjXLCOXDgwMyZM0eMGDFmzJi9e/cqNTTN16I4piujgFHAKGAUqLkC0jYrBANKIYLggA+/epDmiEM2i9iE5YVhx07+5ps7Hrjv3Y7tRp7bftyVfZ6f/NSKFcvzCwuAEJmSNBRlMRd7FPvcD4rn83hB3EPcR9zHzJcmdu5hCetxXqdCBnM0vF7jSTT29RpLeFQ7KMlp2i3CxIc5qjNT6YsfPHjws88+u+SSS37/+9+3a9fu+eefz8rKisVinuclLkjds2fPvHnzrrrqqjPOOKNx48YTJkw4dOiQ4zgIoVgshhBKehQwxuFw2HVdIYTneYsXL27VqtWpp57avn37WbNm7dixAwBUBiV1p4SQjIyM1157rUOHDqeddlq7du3mzZuXmSmzTmOMVVZUlX0JANR602HDho0aNWr37t3KgV4BvX6FqLQApqFRwChgFDAK1KECcQuqAAacyuDpuT6ke5Dp8HyHRW0s0g+Sb77JGTF8UfcLxpz0f64979wnhz6yeNXKSPYhCetq85D0mUGUI04xJ5jjoCAsgsIRlsUPvF/UpzKu+wrWi/O6DMGeaASvar0CsUp2V44Xu2xctgt7yaDs5e+BUq+kbqiCuy73sOpBdV4y/vpR8Yep+aDKHfEJdzAJ0ox9/TibYcbY1q1bX3755S5duvzhD3/o2rXra6+9phIPEUL0ilIhRHZ29nfffXfrrbc2bNjwz3/+8/+Pybhp06a8vDztFZP0KKgYjiogYywW++ijj84777yGDRu2adNm8uTJP/74o3KYcV1XLSRFCG3evHnq1KkdO3Zs27btlVde+dFHHyl/GISQejFAwabjOQ4dOtTEczzOHjhzu0YBo0A9U0BRlbLNMhnWEXssiiEswPWFZaFoxKHfrNz91PiPL+/9ZKtm9zQ8/bYH735/8fv7M9LAdqQPjeqBUMAUMAPMOGYMc4aTwJ0rcPcxR4QjctisTpjsRhXGZb4kxevVRPYKJgRuL38AACAASURBVFAPOKlSKkjLfEma1xW11+xTdlfqlfTdVHD7JQ7rExO7LZnftCahWvQlqlopcbNmR7kKJHFaIrKriNic84KCguXLl/fv3//xxx/fuHFjYWGhMoMmNtaG+cQOy73yMXfwePJfV+JhjNeuXTtu3Lj27dufcsopPXv2XLhwoTJXJ67v5JxHIpE9e/YMHDiwSZMmv/vd72699dbly5cfOHBABVgsORUqJrqyeUcikWXLlt18880dOnRo1qzZwIEDP/jgg9zc3EgkYtt2LBazLCscDi9ZsmTo0KHt2rXr1avX4MGDV65cmZubSwhRiVHdoo0xtnfv3hdeeOGRRx4ZNmzY9u3bdTYlhJDK3FTyfsweo4BRwChgFDjCCiTyl8I9woWDfCIYAPgcF0QLU9NzZs/+7Pq/P9mq6V2tm979t4uf/PfMbXt3gmNLNxhVGJfrVWWdAYkXQRgnnBFOCceE47ihPTC3Ey4dYKhMaBrH9CCzKWOyG8nrRVBcq3okjrZkPRF3E+slW9ZkT/ztJvECiXXVdZVGXdYLQGK36rWjSt2axkdNgUTIVnUVI4QxJoRI4vVQKKRvtCSyq9N1g+OocjzxutKdELJmzZoxY8a0b9/+r3/961VXXbVo0aJSeT0Wi2VkZAwdOrRVq1Z/+MMfbrnlls8//1z5l5czQ5xzhJBt2zt37pw/f36/fv0aNGhw7rnnPvjgg59++ummTZvS0tIyMjLS0tK2bNmSkpLSs2fPBg0aDBgw4J133vn1119DoVAsFotGo5FgCweb67rbt29/+umn77//fmXmV4tio9GobdtqZWo5t2QOGQWMAkYBo8CRUUDh4WGyE9JAbnvYwRQxcDHs3ndo3jvL77v32a6d7ju33YP9r332pefXrFwWOpgOnlsM1uPIXgTgEsMlwXPKGRWUCEIExoAJYBJ4q1NBA16XjJ5YinhdInsti1A+Zx9WobgFvPyzqnq0lnk9eQKL37oekmpWy3Ka7upIAQXZiZ+G1+tI6trpVnt7r1mzZvjw4e3atWvUqNHNN9/86aef6l869JU4547jZGVljRkz5pxzzvnzn/980003ffTRR1lZWbpNqRXt9JKfn79r167p06dfc8017dq16969+0MPPTRx4sQZM2ZMnTp1ypQpY8eOveKKK7p169anT58XXnhh8+bN+fn5juNYlmXbthNsdrBhjHfv3v3cc88NGjRoyJAhW7duxRgrb3vf99ULYqk3Y3YaBYwCRgGjwJFUoKRtlnBwMLKQG3VFxgH0+ee7Hh74So8LBzY9+x9X/O3xieM/2bTBPZAO0QhgLI3h2n9FebEkoTfjQvE6FUSSepzXSYJxPX5G0NPh/kRgYq9lKcpnaw23SZXyz6rqUcPrtTypJ2B3iaSu6obXj+lpVr5KALB27dqHH364Xbt2LVq0eOihh7788ktNvXrtJufc9/38/PynnnrqggsuOP3002+88cb33nsvNze3rEGqvKe+7zuO43mecmTftm3bK6+80qNHjwbBpqJDNm7c+PTTTz/llFMaNGjQq1ev5557bt26dSoWJGPM8zzlcqN/iCk/X5J6+PRdJX3V+03FKGAUMAoYBepaAS6ABUUzKgXhc2ThaF6IrF6dPWXiqgu7jvrrqTecdurVD9z38mdL9kin8mATIu5pLkmdFasfpnYuGOeBKZ0QuTZVIbvk9cAQn9AwoYPAH8bY1ysz+ep1Qc9eWRXVrDIdmjZHX4HK8PoNN9yQkpKyceNG4w9z9CdMrfIEgDVr1jzwwANtgm3EiBFfffWVZVlqpanmdeUgHo1Gp0yZomi7f//+8+bNy8/PB7lURm5JQyKEKPd0ZfwuLCxMTU394osvJk+e3LNnz8aNG5955pkXXXRRnz59zjnnnBYtWjRp0qRx48a9evWaNGnSqlWrwuGwDt+ue9YXOnDgwKxZs0aPHj1u3Lj09HTdQFUSb0b9VpC4J6mx+WoUMAoYBYwCta9AQNtxp3Mul0DK/1kAIEYLrMKswoO790XefGPLvbd/2rbZ6FZNH+zVc+Srr67eui2KCPgEEJZeLKJk4XJnIr4zIZhgVEaKJLokwbp2Wy9abMqPgn295G8Nin6rakEvv72xr9f+o3yi9ahQKvEzyb6+bNmyvn37jhkzZsOGDYWFhXr82vlCVzSV6TbHS+U4819Xsq5evfquu+5q2bJl27Ztx4wZ89VXX4VCIW3SVm1UMlTXdZ999tnu3bufdtppffv2ffvttwsKCgCAUqq8UBKnH2NcWFho27bypUlNTV2yZMkzzzxz55139urVq0ePHldcccXAgQPHjBnzwAMP3HbbbTfccEP37t0vueSSO++8c+bMmWvWrDl48KDv+4lzr5+M/fv3z5o167HHHnviiSeS8iWpx0ifpdx+zCJULYipGAWMAkaBI6CAEBK4KZOrPgk7zOs+hbywvW132tIvdo4a/snlPec0O3P43y6ZNGrke999n5VbwB3EYn7Ecm0ZGSapcJl1KbEE3C0C+7u8WkDtyQtMlfO6JvW68l8vH6OP2NEKeD0ej0ZFpancZ1k2db1fj+0IPFbmErWggLLAJsYUUZ0KIRhjOTk5n3322bXXXjt69GjF68riqY5qUlcVTWW1cFtHtovjide1Ml9//fWAAQOaNm3aqlWrkSNHLl26NDFKo2rmeR5CCGM8ZcqUrl27nnTSSVdddZXmdYQQISRpFgkhKggjYywWi61bt+7JJ5/s1atXo0aNevfuPWLEiI8//vjHH3/ctWvXzp07N2zY8Nlnnw0fPvziiy8++eSTu3Tp8tBDD33zzTfqfUCZ8FXiJGX4T0tLmzFjxmOPPTZu3LgdO3YghFSgdxlwwPeJDtgbvEvo1wk9ZFMxChgFjAJGgTpVIOB1QWRgRY4pyHAwwVpFwsFF8M2320aMeLvPpVPaNZ3YuvHjQx/59Juvcw9k8pgnbBKzSKaNCimnxXi9OKkfpnZpKlcuM8ELQomAMHXF6xpTj6lKxbxeJWTXUF5WRQ2+Th8l03ktK+A4Tn5+PkKoZL++76elpS1cuPCqq64aNWrU+vXrCwoKEnlduWZo3jO8XlLDOtyzcuXKe+65p2XLls2bNx84cODHH3+cl5en8h/pq3qe5zhONBp98sknO3bs+D//8z/XX3/9+++/r3ja932MsbJkJ35SSgkhnuelpqbOnz+/b9++bdu2bdOmzbhx45YtW5aVlVVQUBCLxVzXtSwrJyfnk08+efTRR88+++yzzjqre/fuc+fO3bVrl7oH5byuOlfx12fMmPHQQw/dcccdn3zyyc8//7x27dqNGzdu27YtLS0tLy9Peb1zznWKXT0WUzEKGAWMAkaBulZAcKBUYMx8xBARNHCJwRwiFuzd506bvuSiC4a0az6yW9uZN1+/+K3XMtLTIRQFC/sWyXJgD4JcDlhCuTKxlwXrQd4j+T+Iw8h+2Ge9ZFgYbWWvqT/MMcXoiTdTKV4vC76rut/Ael3/GdVJ/ypMtvKbsCwrKytr165dv/zyy4YNG9atW/fNN9/Mnj27T58+I0aM+PHHHxN5XVk/Nawrz4Xj1N/4uLSvr1mzZtiwYe3bt2/SpMltt922cOHC/Pz8JN9xz/MikUhWVtaIESPatGlz8sknDxgwYOnSpcqxSfG6WsCqP9VPLZzzaDS6Zs2a8ePHt2zZslmzZldcccXKlStt2wYAQojv+3qys7Oz33vvvcsvv/yss85q2LDhuHHj1qxZQynVD0cSrw8YMOCyyy6bPn36ggUL5syZ8+qrr86fP3/NmjV79uzJz893XVf96KOzPtXJg286NQoYBYwCRoEiBTQ6ciEI5T5mrs+kPzoDIsD2eVoGWvLpvtsHzDnp//z97L8+eE2fN2a9uHfjjzI1ku2BhWMWzcCwW0A+gPSHVGFh1Odhm7rGdxlHPbDnSF4vndQD53UZZiZg9MTP5GVXRYOoxL96nLVbKf/KlbmW4fXyNTRHixTQeXVWr179/vvvz549e+bMmXPnzn3jjTeefvrpSy+9dPjw4YbXi9Q6Nv79+eefJ0+efN5555111llXXnnlm2++WVBQYFmWjhLDOfc8Lzc3d+vWrffdd1+zZs0aNGgwcODAtWvXhkIhFWFdmbE1rCcGQXccZ/ny5QMHDjzppJOaN29+1113bd682bbtvLy8SCSiPNTVJSKRyPfffz906NAOHTr88Y9/fPjhh7/66islEmNMWesJIUKIffv2vfTSS/fee+9NN900f/78r7/++sMPP1y8ePHSpUt//PHHRF5Xhv9jQ2lzF0YBo4BR4ERWQPGkMtIyEFQIF7GYSx0MHgGPwsHs8Dcr0kcN++T8c57579/c2POCKeNGr16zmh/YL3k95gqHRigcBNgDkAfgSl5XlF1kGC+G7HFYV7wuYzUmGtQT61xGqUkkdVkPvLerOx2VQecqtankjVTYp+H1SippmgU201AotHfv3vXr13/11VdffPHFl19+uWTJkunTp1966aXDhg0zvH5sPSY7d+6cM2dOz549zzzzzAsvvHDOnDmhUCgajTqOo377YIz5vp+ZmblmzZoBAwY0atSoSZMmo0eP3rZtWyQSoZRijMvhdd/3lyxZcvfdd//3f/93x44dhwwZsnPnTsuyDhw4EIlElK85xlgFk9m0adPYsWO7det2yimnPPTQQ5rXFazjYOOcp6amTp8+/dFHH3344Ye/+eabXbt2/fTTT1u2bNmxY8fu3bszMzMty1KkTggxEdmPrQfO3I1RwChwIiogw5/EozcKCpwCIyBsRCMOjXlg+TzqkQ2/7Jr98uqr+7zc6sxpDU8ZdfdtH777zr7sQxCNgeWA4zMMEYBMgF0A2QCWgHg4SI3bcV6PpycNHGEEF4LJuI4V8XqJXD/HjH296Hkoh8bjTcppoQ4ZXi8S0/xbUoHg1ZYroFIrA1VokAMHDqSnp+/du1etJ3zrrbcuv/xy4w9TUsCjvCcjI+Pdd9+9/PLLzzjjjPbt27/00kuRSCQcDluWpSkcY7x///7ly5f37dv3zDPPbNWq1YQJE9LT02OxGAm2RMu6rquY677vL168+L777jvrrLN69uz52GOPbd++PRqN5ubm6vAvvu9Ho1HLstatW/fwww+ff/75LVq0GDZs2OrVq5U6hBAF6wghxtjevXunTZs2ZsyYiRMn7t69W3nJq5aO4+huVewas970KD9h5vJGAaPACadASW7kAFTInKNECCIYBoIEtxAL2TxkQWEU8kPwwaKNgx78T4eWY9o3efHynq9OfWbT+nU+ozJquuUA5lyADZADsBfgkIAol4tHOSuidmUhFyVgXfO6THgqi8qLVOwzMKgn+WcfA7ye8GAoSZNuUX89fK8lpU/cY3g9QVJTTVJAOUSoTJSK0IQQKk+OaokQyszMXLJkyQ033DBmzBhjX08S8Ch/LSwsXLVq1T333NOmTZszzjjjgQceWLFiRWZmpm3bsVgMY6wyH/3444/jx4/v0qVLw4YNb7jhhrfeeis7O1uZsSmlubm5O3bsWL169Zo1a7Zv356ZmRmNRjHGiphXrVr12GOPNW3atEOHDjfeeOOSJUuysrI457ZtW5aln5K0tLQFCxaoZaktWrRQweD1Alb1GpDoD6N4PSMjI1HBJGu69n1PbGPqRgGjgFHAKFANBRLJsMjvBagkdUEEEC4L5hxx6gvsceYQsANnmJxc+GkjG5fyZc8Lxzc45Z4Lzn3u0QeXLFp4YPdOsCzwECAZQ4aB5PU8gAwBOQwiTO4mgbVeHtNWdh74rMtVpiIIvx58FsG6RPbE/apewrh+xP1hypZbq6rpvGRFtYn3oU8oWTlCvK4vXPaozJFjSQEVyEXFWccYq0h6KtiLsoeqm+Wc5+TkLF26tF+/fobXj5UJ1Gs3Pc/bu3fvlClTevfu/fvf//6SSy6ZNGnSunXrsoItGo26rnvo0KG33367T58+Z511Vtu2bcePH//tt9+Gw2Hbtj3P831/69atH3zwwaRJk5577rmFCxdu2rQpLy9P+boIIbZt2zZt2rTOnTs3a9asa9euU6ZMWbt2LUIoOzs7MzNTLVLOz8//8ssvU1JSOnfu3LRp006dOk2YMGHFihWhUEh50isXduUZr/zXR40a9cQTTyTyesl4ouoXH72k9VhR39yHUcAoYBQ4DhVQmJZA6oKAwIIjwRDniAnEAHHuc+Jx32XMY+AH0L1nNyx8J/KPaxaeffrDZ5529w3XzHj15Z/X/2BlHYS8PHA8iePSNC95vUBAFoc8ChEKLpXITikIqkPFqGgwxWFdSG95KpRxX7bVzYtCuEuH9aRy2GZd5anQvFrJSmkXSDpVqyrfTEqU5NeLpJP11yPB6+pipQ3J7DtWFVC8rvxhVHRs7QqhKordhRC5ublLly419vVjaCZVFEXGmPJe+uyzzx555JG//vWvzZs3v/LKKydMmPDRRx9t27Ztz549P//88xtvvHHLLbecfPLJzZo169+//+LFi1NTU33ft207HA7n5uZ+8cUXTz311HXXXXfTTTdNmDDhu+++C4fDOulSRkbGokWL7r777m7dujVu3Pjyyy8fOXLkBx988P8d4nfv3p2VlbVx48b//Oc/999//3nnnfenP/2pXbt2AwYMeP/99/fu3ascrRBCfrB5nkcI2b1799SpU4cMGTJy5MidO3cKIbQb/TEksbkVo4BRwChwYimgSE2TJQWBgSPgvmA+5z4TPgWfcZcRhyGbMpeC5UPmIVj+pfvkY79c0u31lmePvv7qmc9OWbnmu0j6PijMh8IC7nrKL93nEONQwKRxvSDgdZvKpaqYAEtgcBUt5rBlPbCgB7wupDNOAOs0SIKqUqEGyJ4M68kAXLWJ0nxcyUqJ3hOV1K8RJTFd70m+3bKua3i9hNRmhzZcal4vieyJvP75559fd911o0ePNv4wR/nhURNm23YkElH4SwjZs2fP22+//fe//71bt26dO3fu3bv3bbfdNn78+MmTJ48bN+7GG28877zzGjVq1Ldv36lTp/7666+xWEwlLi0sLMzMzPzggw8eeeSRzp07X3zxxY888siqVavUclX1ShcKhTZu3PjKK6/cfPPNrVu3btmy5fnnn9+/f/+UlJSZM2fOnj378ccf/+c//9m1a9cmTZo0bNjw+uuvf/HFF1UYGfWcqd9rULBp//UkXlfe9kdZXHN5o4BRwChw4iqQSJkMIInXPSa8wCTuUG5TamFwCIQs2LTZf+XlLf2ufaNz22cu6DxhwrgVSz/LUrBuRSEc4p6vENzjEGNQyCCPQWHA6xYp4nUi17DKEjA4094vQnq/JML68crrCs2lc1FpJfj9IeHBOpZ5vax7q8HvGQkjN9XqKJBkX9cJKLXngg6mnpeX9/nnn1977bWjRo1SvK6upwyjJl9SddSv9jmcc4yx4nXLspQVnDG2e/fuWbNm3XHHHZ06dTrppJN+85vf/O53vzv11FNPP/30P/3pT61atbrmmmtmzZr1yy+/6ASinucpXl+wYMG9997bvHnzTp063Xfffd99951eh8oYI4Tk5+dv2rRp8uTJvXv3PvPMM//rv/7rN7/5TcOGDc8555w2bdo0aNBAXatly5a9e/eeOHHi2rVrXVcG89Kbfi8EgIyMjJkzZ44cOTIlJSU1NVW1UY+jbm8qRgGjgFHAKFC7CpTL68Jj0n9F+qwTsLCIIbAR5BbCF8sODBv2YYumg9q2eKzvNTM/XZydugeiYfAc8B2IRrjvq9AyHgeLQZhJE3uYQpSCRcAlgAhQIgPOMBoUFiQxDbzlpc+8coMBaVlXJbDFK7BXnzLrkrZi60oN+LEcJC31UIlpSFSSF3m/lErqaudxw+ulDj9xZwkpzI4joEBJXtfIrrMgKc/hvLy8pUuXKvv6+vX/j73zAK+qyhb/+968b+a9eb6ZcRxHUUGUojSlgyAgjo44gtjAERXbOBSlk9BREQuCIqjYULHSVXpAmggoRZBekxBIubm9nLrb+v/32cnJIQkQ8AK5ZN3vfDc7N+eeu89vn+T+7sraa/+kltlRPVR51O60QFfxz0H/k/4SqbFekhJfy7J0XU8kEu6atIlE4uDBg998883zzz//wAMPtG/fvlWrVjfffPPtt9/erVu3tLS06dOnr1u3Ljs7W8XOlfervJoVK1aMGTPm1ltv7dKly5gxY37++Wc1kCrfRi2mFQgE1q1b9/77748YMeLRRx/t2LHjrbfe2rFjx/bt2998883t2rV78MEHhw8fPmPGjI0bN/p8Pu86R+r6cHPuMzMz33zzzcGDB6enpx88eFANpNon6YOKB0QCSAAJIAFFwGuZKr5OSvJhpK9rBGImxC2I2bJRGIade803p67u2vXlP/7hno7tXhk9MmPTj7bfB8SS0XJqQTzKLZPJMDkYAhIcoo6yR7y+bhf7uqPslEpfJ6xogmt5vu4G4lPB10tF1glA2Q19HX8Hfw0B9PVS9FLD11WnlUnruq5mc7pnUlBQsGHDhs8++2zixImjR49+7rnnXn311U8++eS77747cOBAXl6emmZqmqZ3ssKuXbtmzZo1duzYl156aebMmVlZWe6reKchq8r8GzdunD9//pQpU8aNGzfcuY0aNWrcuHGffPLJmjVrjh49mkgk3Bmi6tOF+y8bb32YQYMGpaWl7d+/X+XMoK+7g4gNJIAEkMDZIFCerxelsFsCLA6aBRFNhsR1Iht7D1hfL9j3795vt27d9/LL7nms5wefzdh1+BBomrNakZAx80ScW5YsoO4cwOCgMRllT1DQnOQag8r4OiFy1mnR5sTXi3y9THDdyYdJQV93Pv+UnwxDnQA8LzWi3qC12z4r+evu0d1Gqa4Uf+v+/CSN4n3x67kkcBJfd6PmGF8/lyNyGq8lhGCMWZbl1uBUT1apMqFQqLCwMN+5FRQUBINBVSjGNM1yV0dKJBJ+v//YsWO5ubmBQMA0TXVxUEoty1KLFqlPCIZhxOPxUCjk8/ny8vKOFd9yc3P9fn80GlV+7/7DRV1JbjFHQoi7XtLAgQOHDh2qfN3d/zQQ4K5IAAkgASRwOgSUhrkJJSqRw83ikOVdTAjHpDNygEAYFi05mDbs0+Ytn7rhxkfvumvkSy8tXrHiaH4+WLLYr0xtsU3QNW7bnHHuhMxtp6KMwUCVllHVZWynqiOhTkxdRdbd+LoANw3GbXgS3VMnvl4qyu5SdfNhKpa+U3aIvMN1Bu2y6n2CK6bsjuU+coJn48Nnm4Cr7KrhWhP6+tkm/6uO746Wkm932NyGd1zdB70B9ZO33RkJqrqLu7O6LMq9d/dxU6nc5CpX2VVOvBBC1XMcOHCgG193O/mruOCTkQASQAJIoDwC8k1B5oCX3lS5ROWU0tcNCEWkjkeisGs3e3XCor/dNrh23fs7dOw7esznCxftOZxJonGwqVwMldhgmWCZghBnhVLBmVyjtCjXxevlJ2qr1ZmK09YvBF93C8KUapSuD1PeGDmPJdfX1dFO+GIlPyhXzct9sOQ52DqnBLxe504IdEVL5TADAOavn9NROeWLub6uaqq4snuSRrmS7aapeG1btU+0fwUfL9UTV9m99ddVPsyBAwcwH+aUI447IAEkgATOmEDRW4bgXPq0Umpl1dSZAMplvrUAm8tK6qEwBEOwfz98+23Www+/Vq3aP2rXub/HIy/OmbflcLYpa6Q7E0Upk1pvWU6mC3OWJBVyWqhzfPcl6Mn1HX29zJiir5dBgg84BCro636/H+ebVqJLxh22Ulp88m/LVe2ypv7rfb3cbrifDdz4Ovp6JbqksCtIAAlciASOe7MQjAnCZHDcomBQoRNhEGHZgtiC2866SIYF0RhkZcHiRccGDfziptbPXlGtS8eOA8c899mGn47kFppEyMWAqJA56aYlbIszBrKao5DLl8pNKrtb28X9eCCz1ctu6OtlLjr09TJI8AGHgPu77DaUa7mV1xUnv9+/ZMmSLl26pKenb9q0KRQKufzc1AlX0tSh3B1SqJEy803d0ap4wx0eb6Ncg3cf9O55uu1SHVP/slGfBNDXU+hXAruKBJBAShNw/xTLP8KcUGFRWWNdIyJORMwWcZvrFrcsziwKJgHl61s2a2++sf6W9sNqXfNQ7Wsfevpfb3/2xYbDR+KBmGEy6esEwCTUtIltM85BptqAR9lLxF2F20+YIYO+XubqQl8vgwQfcAi4v8tuwytmbpGPQCBwIl/37q/a6lCpCLjK+XrZwUvWI+71pBro66n4+4B9RgJIINUJHPcXmFmUa0TECERsEbZF0BYhi8csrluMSFk3wdAhFIAFX+c/22tujWqPVru0e/Mm/d+c/P3mraGoBlHTTNi2DMYLahLbIoRSxkXx0qNuiP04Xz9hUruqv+4saOpmrruLJRUvrHTC+abKa3/F+KgDVOT+BC/iNetS2eplv1X56+d8ymmFKVWEQ4UPdgJg+PCvIlBKq7wp7G7yOgCgr/8qykl/ctlhq8gjyXLxUx6n3M5gPkzSLwM8IBJAAkjgJATUn2L1F1v+BeYG5TEiNb3QFj5LFJjcZ/KgyaImNTUdIiHIPQLbN8PzI3+4tc3rl/5fz/atx6UPWrxsSSArS5aO0WxLJ5bFic1ti1qEUcYZF0VLGRXlwxTJupJ4Nb1V5s27C5q6Dadku6eMinCWSVI58KXvXd31euVJTv1c/MjtiiraUtbRvY+ofSpmvO6Bk9KoGIoKvlTFDoZ7nQ0CZc3KK2MYXz8bzJN5zLLjd1qPeAe7bPu0DlVq51InqapPYj5MKSz4LRJAAkjg7BHwRuCkrzOd8BAR+ZY4Zomjpsgx+FGDFRg0aNhaLAb5R2HbRpjzqXH/nV/UunxUtT/26/344sXfWPv3QDAIugUGtUxmW8yymWkziwrqzC7lqshMqfvi0oOussssdyfRXUbk3aC8a0BBTAAAIABJREFUUzqyeN/iSH2ZBysmumcP5YmPrHpWQWV3rfjEx6s0P3H7WnnZVxpW56QjpSzL+9uN8fVzMgK/7kXKjl8leaTUaaGvlwKC3yIBJIAEzjYB9Y7uluciLEF4wOZHLZ5tCrkZPEen+ToJ6pYRDsHhvfDtV2LkgG2tG71Z+7Ln2tz45uRXDu/fBYX5EI+DYYPJLCnr3CLCcoqpK1+XM06d7bioeLGDl+/rZYy8ePfylb1SO6Pq3CmVXe1Qqc/Ee0Wqjrr33h9h+3wQKGt33jArxtfPx5iczmuWHb/K8Ei5Z4D5MOViwQeRABJAAmeJgMfXnbU0aMxmhRY/YvIsg2cbLFunRzXbr1kxzWC+fNi8Ht58Oevev3923VWjbqz9Uu+eyxbOMYMFEI+CYcjZqKZcGckmwqayzoyq1agqwLjK7laGkdNQi7eiyLo3vo6+fpYGPWmHdU09ZT5hJO3UK+eBytod+nrlHKmz0quyw+99JLkvib6eXJ54NCSABJDAyQl4fZ1Q26ZRixVYLNtkmTrN0mh2ws5NmKGEbiYSkJMJi+aF+v9rVYNrRl3152dubT31o3fyd2wBPQaGBqYpfd3iti0ILTJ1N7juKru3cZyjK1NHX3fT8E8+cJXip+jrlWIYSjrh1TPVRl8voYOtJBJAX08iTDwUEkACSOCUBIp8nTPGCKGWTSPS13mW4+vZCTsnYRbE9Xg8weNR2LWNjx/zfZe/Tb+uRlq7Zq/2f3rpd4tZ9kEwEmAaYFqyZrstVzKVSywVL4p0woYzwbR8ZT/95PXKbrnKbDEf5pQXJO7wawigr3vppUw9R2+nU6WNvp4qI4X9RAJI4MIgUOzrlDFbVkunEZv5LJ5jsqM6ydUsX8KIJhIsHpVlYZZ8k9+t8zvN641rct2ofz0868O3Du79BQK+YlknYDMgglDp6yePrEuJ53LppKJ5peU2LtR8GA6yPn3ZzU3PLxW2LvVt5brw3M5Vrm5V0d6gr3sHHn3dSyPJbfT1JAPFwyEBJIAETkXAWSaJMmZRZhAWJdxPRB7hBSYJ6GbUMKiRAC0MazKCo4csrn1Fr/o1ht97x3vT3ti1+QcR8oGeAMuWS5naFGwminxdUGntns3JZT8u1n4SXz9NU0+BWZre+Lrr5SdquA58osaphvTc/rxiFePPbZ+q6Kuhr3sHHn3dSyPJbfT1JAPFwyEBJIAETkWAC7msKeOWKr5ORZCCj4ogoQnbJrYJ4UI4tAvenbTtn13erXVZn3aNJw7utXjxvMCRg6DHwbKUqYPNuM0p4YTKRVKPk3VZ1bGosGOJsitfPyM1L1d0ldye6mzP089Py9fLPT33wUp9nucJL76sIoC+7r0S0Ne9NJLcRl9PMlA8HBJAAkjgVASE4JwTLizGdSpiVIQo+KmIMm4zCsSA7P2wbL6v/xPz2zV5oWndUT3unjXl1Z2bf2BBH1gm2E4ajK3KwnCbyI1QlRXjsXb0dZGkjybo66e6oqvuz9HXvWOPvu6lkeQ2+nqSgeLhkAASQAKnIiB9XRAuTCY0x9fDFIKUxzkTtgEFx+C7RbnPpy3v1HZy41oj7+rw7piBWxbNiWcfkNNMCQHCwOaWLRJE6IRb6Ovl8sb4erlY8MHkEkBf9/JEX/fSSHIbfT3JQPFwSAAJIIFTEXDe4wkHk4k44RHCQoQHKdcZhXgEftkcfmfS+q63Tm58zdhmdV7o9/h3n74T3fGTTJJhBAgFwikRMQIhIp9uoK+Xyxt9vVws+GByCaCve3mir3tpJLmNvp5koHg4JIAEkMCpCAjBBRCQvh61SMi0QxYJU8qJCYXHYNGcI/2fmlnrr73r/HXwHW3eeP+Nwz+tAf8xGVynVGWu246vh9HXT0Iaff0kcPBHySKAvu4lib7upZHkNvp6koHi4ZAAEkACpyYgwPF1wkOa4df0kGHGqQ0RH+z8ESaP237f7dOu+sNTf2s5cdizi1YuDmUdgERUZq4T6evcZjYRGsF8mJNyRl8/KR78YXIIoK97OaKve2kkuY2+nmSgeDgkgASQwKkJKF83bOaPJXyxeFjXTGJA5m5Y+AXr+9Dqdo0mXXvJM70fnv3Vx/sO7LHCYWbZMrJOGLcpkb4u09bN4uR1nG9aDnH09XKg4EPJJoC+7iWKvu6lkeQ2+nqSgeLhkAASQAIVIsAATIsGY/FgIqHrCWFEYdVC4/mBu+5o8cVN9Sbe2nzCa89t3LA66PcJwzIcR3dKwUhZL7thfZjS0NHXSxPB788CAfR1L1T0dS+NJLfR15MMFA+HBJAAEqgQAQFAbaJpmmGbkIjA0UPw1qtb7u4wvck1L9/e6s2hvZd882Xu4b2QiIPNCOGn2LD+einq6OulgOC3Z4MA+rqXKvq6l0aS2+jrSQaKh0MCSAAJVJgApdwyAISs/fLDd/6n/vnhVX/4V62/DOx574xFswJ7t0HE76St89JrIZW187KPYP11rL9e4SsRdzxDAujrXnDo614aSW6jrycZKB4OCSABJFARAgIEA2qDrQO34PBeMf2tn7rf9fp1V/Rpcf2IYc8u2PkT5B6GWAhsSxZwLKvjp3wEfR19vSJXIu7zawigr3vpoa97aSS5jb6eZKB4OCSABJBABQhwBsSUS5kSTZaF+T4jMqTPzNvbjL6xVp97bn/17Yk/+HIgFgRTlwsknVLNy92BAWXAvBsHJoAnadFPLv8vILdKesN8mEo6MBdWt9DXveOJvu6lkeQ2+nqSgeLhkAASQAIVIEAtiAbBigNNwK5NMG3ijk43j2tQ84kb6jw+YuCXyxcejgYcr3YO5XVu2RblhNvL2nnpZwFDXz+zDyuV+nNJBS423OXsEUBf97JFX/fSSHIbfT3JQPFwSAAJIIETEFBv7fKHQgbXI4UQ90MoF+Z96hvwxJJmdYc2q9e76x0jPpu+bs8vIT1echQO/Dj5Lt/XjwulH7d/cZQdfR19veSqwlYyCKCveymir3tpJLmNvp5koHg4JIAEkEAJgZKkDAGMcyoEk7YugJoQ84M/B/ZthXFpP97Z5r3rr+h3Z4exo9NmbN6QEyxklgGEMMY5B4G+XkK0wq0S9L86AQjj6xWmXuV2RF/3Djn6updGktvo60kGiodDAkgACZQQEAAMgAIQATbjFudE+bogMhMmaxcs+DL+cOeZTWq+esPVw/s89tGsz348diRh6ELTNC5MAC5FH7h3c2Ln1EmAce9PHVxnmA9zpuKOvl5yRWPreALo614e6OteGkluo68nGSgeDgkgASTgZLw4GDgAAbAFWFwYlOmMW1IaneVNhQE/rYTxaVvb3zC1weWv3dpsysQX1mz9MS8U1HVdj8YLKQ8DmAKIV9addoXsvGxKDObDYD4M/nYmlwD6upcn+rqXRpLb6OtJBoqHQwJIAAmUxGMZgAVgCNA5JAiLM24oXxcW0BjM/jB6d4fpN9YYd9P1U3r3+HbBrCP5R1nuMX9BQUEwlK8ZfsISHGz09TO4ptQgJPH+DPqAT7ngCaCve4cYfd1LI8lt9PUkA8XDIQEkgARKfJ0A6AAJAXEGEZuGCI1zQQBkGcfdm+DFIXtb1H25We0Xunea8f4bu7f/aCQiEA2bkXAiEokahkaYzZ08Fu992cB5BR+pUvF19U+OZPk6XtRIoFwC6OteLOjrXhpJbqOvJxkoHg4JIIEqTsA1RMnBBogDRAWEqQiYpNC0I5SZALLm+lfvFzzWefX1l4/u2OzVYc8s+mmN4TsK1AJKwDZBTzDbcgq7yDmqZ5gAU+qJVc3Xq/iViKd/Dgigr3sho697aSS5jb6eZKB4OCSABKo4AeXrXFGwAKIAYQEhCn7D9plWxCaWnoCfN2iDn864vemsJteMf/z+zz566+e8LNCjcsVTSuQ9seQ9ozK6rpZDKiXfZ/At+noVvzbx9JNOAH3dixR93UsjyW309SQDxcMhASRQxQkc5+smQAQgzCFERVA3A4aRMA22d1fBx9N+vL31K02veaPdjROeG7Ji5WKfFQfmODolwAhwZzve10uvV3q6yo6+XsWvTTz9pBNAX/ciRV/30khyG309yUDxcEgACVRxAo6vCw7yjVzONJXBdQ5hwkKaEdI1U4vD17M3/rvn1Cv/0KPOpcO7dJjy0Vs7D+wQwGXtRxlcR1+v4pcQnn7qEEBf944V+rqXRpLb6OtJBoqHQwJIoIoTEEXrG3G51JHOIcQgxETEppF4IuIriB7cG3rr9YXdOr9Y+/LHb2kycXCvb5bMO5Z9QCQiYOkl+TDMBrlRkCXWnQVNnYLrvyqRHePrVfzaxNNPOgH0dS9S9HUvjSS30deTDBQPhwSQQBUmIIplXeaxMMaEzuRM0wgXOmO2odPDB8LLFuwZ1OfDjq0H31Cr1yNdp7/3xpatG2J5Obww30rEOLGBECGz2O2iuafo61X4gsJTr+wE0Ne9I4S+7qWR5Db6epKB4uGQABKoegTUezbnnDHOmJCyLn2dUqZTHqEsLtc0dW6/bAm+PPabv900rFa1B5vV6zW07+zvFuUezRTREBT6Eom4RQglhKGvV72LCM84JQmgr3uHDX3dSyPJbfT1JAPFwyEBJFD1CAghZPaL9HVGKadEyDR0SgnVCY3aRJdxdwbxECz5+uC/erzXuHb/66r3fKjrhPfeXLd7eyIaBMuAcDimaTohFiGkKLhuOlF2Nx9GyFD76c4x9e6P+TBV79rEMz67BNDXvXzR1700ktxGX08yUDwcEkACVY/A8b7OCOHORmyi2yRmWQa1IR6BHVvDU19b06nd+PrVB7RtPHTSi8vXrsgpzAViAmegaZpp6jYxCLFlVowJ1PF1QoFwolLYqVT2M09hR1+vetcmnvHZJYC+7uWLvu6lkeQ2+nqSgeLhkAASqHoEyvg6I4TZxLZt3bLjpmlZBhQcY/O+3P7sk580qjmwed3nH73vvSXzsw7t0+IRmTwjBLds3bY1mzghdlV/3Vk7CX296l1QeMYpQwB93TtU6OteGkluo68nGSgeDgkggapH4Hhfp04OOrFty7INy0qYBo1HYO+O6KvPf9ul48tXX9z37y3fez5t1b7tPBqS6yJxDgJsynRCNWezZHzdKppvir5e9S4oPOOUIYC+7h0q9HUvjSS30deTDBQPhwSQQNUjcLyvO8kwtrBtasmbbuoi/yhZtezIUz3eall/SO2/9n/yvm+/+OBwpFAmtQsOnFPGDSZ0yop9nYjjfZ1iPkzVu6zwjFOAAPq6d5DQ1700ktxGX08yUDwcEkACVY+Ax9c5JaCi47YFlkV1XYuEyPrV2ZNfWXnXLS82v35wq/ojxw/7ccPKhB5VldoFZRblGuO6E2LXCTUpYXLGqg1U1V/nLCkl2DF/vepdm3jGZ5cA+rqXL/q6l0aS2+jrSQaKh0MCSKDqEVDv2U59GFkZhlhgG2CbYBo8EokezY5+8t73Tzz43k2NRra9ceT9d7w5c3rWkQNgxEFmzlCLUIOyBOVaia9T6kTUHV/nggpGxZlPM3WnqKKvV71rE8/47BJAX/fyRV/30khyG309yUDxcEgACVRVAs47t5w8ahlgaWBqkIjxozmFG9cdHj/66y4dJ7W8ftT9d0x5dezq1Uv8edlyB0JtQk1Z9pElZDKMTGE3ZHyd2pQ6pSEZp5yjr1fVawrPu7ITQF/3jhD6updGktvo60kGiodDAkigKhMQstqiZYCpg5GASAC2b8mb/s6ax7u/1ar+yNYNxvZ78qtlX+fu3qYHCuRujpdblJlyZSVmyE3KukUZYYzKv8+MUZkMg/H1qnxV4blXXgLo696xQV/30khyG309yUDxcEgACVRVAuqdmzFhmdQ0mB6HQD4sX3i4V89pLeoNuvpPvW5p9vKE51Zn74fCPIhHZZo7ZYQyW+avl2w2ZTZjhMvAOmNyKmrRZFM3reWMG5gPU1WvTTzvs0UAfd1LFn3dSyPJbfT1JAPFwyEBJFBlCHjfqtX6ppxzSpllWpqmh/2w9xfz03d33t9pcsOrB9S9fHDfR76Z++mhgqMQDlpaghDCin1dOrp3K/Z1KetMuL7+qxZLYsDQ16vMtYkneo4IeP8IqLb7p4BzLoRQ/QgEAkuWLOnSpUt6evqmTZtCoZDbP+/+qq2O4+6QQg309bM4WOjrZxEuHhoJIIELl4D7Pq3eYlnRjRObJuJGNKIVHOWrl+a/PGrNrS3G3Xjt4PaNx0995Zef1saDPohGTF2zKWFM5r3Y5W6cE84J44SJosVNGaCvX7jXE55ZahJw/w64Da9/o6+n5qhWyl6jr1fKYcFOIQEkUKkJlHpvLpZ1+VXXrNxjfl9B9Ggm//S97U//c2ajmoPvaPva4H8vXDo3cGi3iAYhFtN1zaSUSh0v2mzGizdmMW5zZ2MCfb1SXwnYuSpOwP1T4DbQ16v4JXG2Th99/WyRxeMiASRw4RJQ781uZF1WXyy6MS1h5x0LHT7o2/SD//m0Jf9o+3atS/s90vWjdyft2PoDyT8iM9cT8YSu63IqqVAb4aJY0LnFnK3Y122Mr1+41xGeWcoTcDXdbaCvp/ygVs4TQF+vnOOCvUICSKCyEhAAzvpIQhZaZHLCKKHUJsQm8sYMDYKFdNvmvK8+/vmRe6c1rT265iX/7v/UrCXzj2buFeFC0OOgJWzDsDnjQjAhqJDWXqTsStYZt9DXK+sFgP1CAiUEXE13G+jrJXSwlUQC6OtJhImHQgJI4EInIGUdgAugAmwubMad0i7UIsSSym4zLQb5R2HR/L3D+89qc0P6DTWH/aP9a29PXL9zayzok2skmRoYGpiG4BwAOAADeTTH10XRMT2+TpigTub6r01ex/mmF/rFied3Hgi4mu420NfPwzBUhZdEX68Ko4zniASQQDIIFMm6o9e2AFOAybjhLEpqEGLatmVbPOyHPduMqRO+73Lr+DrVnr6pwQsjByzOWJBVkGuZBlBbLn1qarL4OmeurxcpuwAiigPtxfF1wn/1NFO3/iPWh0nGZYDHQAIlBFxNdxvo6yV0sJVEAujrSYSJh0ICSOCCJiAj685GHFnXBGiUJwiNywVKiWXb1DbhWBZbOOdwr4c/rVPtqbpX9H6o88eLZvv37yCxCFACjEhft3SwTaAUuKAqvq5C7Cfyde6UYkzKvSg6BXUiv/JefYC5oMccTw4JnJSAq+luA339pMDwh2dKAH39TMnh85AAEqhqBJSvMwALQBcQExCjPGrTKGWGZVrxmG1qsG+HNeG5lXe1m3zNX57+W8uXnx+ybtcmKDwqlztlytdNsC0gNqeUcmFLR/duRbnsxMloJ1xQAez4jQuZkHOGm5PPozw7KfdV7RrA80UCxxFwNd1toK8fBwi/SRYB9PVkkcTjIAEkcKETEMWxcBMgARAWEKY8TFiEC0vXLH+BHgnAxtWRJ7t/3Lreyw2qD+3VY+5XH+QVZkMiCLYGzHbyYWxOiE2pzZjFhSnAdjbH2p25p2oGatG9zG4vGwXHwPaFfq3h+aUIAVfT3Qb6eooMXap1E3091UYM+4sEkMD5IqDmhhIAHSAGEBAQZBBmIg5AtTg9lq1t+yn40dtbO9084eaGb/zj5rcnjN6yepEdygUjAkQHKsPqYNuEMp1xgwuTyyR4q4yvM6dujHN/Ql8/XxDwdZEAEigh4Gq620BfL6GDrSQSQF9PIkw8FBJAAhcuAZUMQwFsAA0gIsAvIOQE2i0ASETh8H79y483P/Pk9EbX9L2l6WvP9Jw/b0bBvp8h7gcrDtQAYgKRyk4YN7mwHFNHX79wLxk8sypAwNV0t4G+XgWG/XycIvr6+aCOr4kEkEDKEVDJMGqmaVzIZJhCx9elrEtfj8C+HWZ6v0+bXPevP/7XP25v/fKkF376ZQPEfGBGZXCdWXKmqcxcJ4xzmQMDMhNGFpkpCbEX5cNgfD3lLg/scBUl4Gq620Bfr6KXwtk+bfT1s00Yj48EkMAFQUA4NdctDjqHKIcgBx+HoJPRLqPmRzPJ2oyCfz/yXqNaT1b/8wOPPfDe/M9ycg8BiYMeATsB1JQ1YYgNjHJnFilxNN1AX78gLg88iSpKwNV0t4G+XkUvhbN92ujrZ5swHh8JIIELgIAQnMvFjHQm4gwiDIIUfFRE1KmF/bB1Y+Tz9/c8eNdbN9bp1aJBr9FD52z+PhEPgLAgEQYzUZQMQwlwDjI93Vlx6ThZl8XX5VqnJcnrcrcTzTe9AKDiKSCBlCfgarrbQF9P+UGtnCeAvl45xwV7hQSQQOUhIITggnFhMZ6gIkJ5iIogFX7K4kLIYuqH95rfzjw8ZtDyW5q+1KTuM4/cP+Hj99Zm7mNaWGbCJCJygSRiyeIwjILg4BRBZ04ZRzXZtLiqI/p65Rl17AkSqAABV9PdBvp6BbDhLqdPAH399JnhM5AAEqhCBNTbMOdULmXKY4SHCA8SFrBZwCY6IxALwc8bY9Mmbe3R+dPW9V7t2GLs2PSZGYu3FeZxPS5z1vWEXM1UyjqRa5pKXxdCFlCXtdVLF1/H+HoVurbwVFOfgKvpbgN9PfVHtVKeAfp6pRwW7BQSQAKVhYB6G2acUmYQFiMsaLOgRYMWCVqWQS0IF8L3ywNjB393U71X29Sb8lCX9z5+d/3Pmw9Gw8zQZM665UwzVcF16evC8XXBSvt62eC63KdsPgwWX68s1wb2Awm4mu420NfxqjgrBNDXzwpWPCgSQAIXCgH1Nsw5Y9ykLGY7pm7aIbmZtpGA7AP847d/fuy+z+tXe+H2Zp+l9V6yJuPo0SMFpsFMg1kmty1BbKC0KLgORb7OnTx1lbDuvfcUh5G+zstbkfRCgYvngQRSnICr6W4DfT3Fh7Sydh99vbKODPYLCSCBSkHgeF+PWzRo2kHTDptWxDRYoAA2rQuOGvTt31u/WfvPLz7099XvvLpv/04rGg0RapuWaVkWIZRSzpiaaSpPyjmm8vVSdl72W+XrlQIFdgIJIIFSBFxNdxvo66UQ4bfJIYC+nhyOeBQkgAQuUAIeX7co0ywSNsyIacVMUzN12LczMfOT3Q/dPa1VvXE31nj1uX4HVy2w8o5AQgvZRLNszSYGZTbnTHCZtO6+qcsprEVbOY5e/CO5jxNfv0Dh4mkhgRQn4PmNLmqir6f4kFbW7qOvV9aRwX4hASRQWQg478OccUKoYVpxw9QY47bFIgFYPO/g8H4LOjQd36rec3e2efuTKfn7t0PYD7oRsUnCJhqhOuMWF8TJflGOXuot3hX3cn8qKgsF7AcSQAJlCJT6ZZa1pDw3+RnduQUCgSVLlnTp0iU9PX3Tpk2hUMg9kmf3oqY6prtDCjX+I4X6mnJdRV9PuSHDDiMBJHDuCQghGGO2bZumYRo2gJxIeixTvDF+zZ1t36x/ZXq7xi/27Tlz1aJo2AdaDEwrZtMEoRrlGhcmF7aQyq5qq8tIu3NTc0+9QXcVg3cflw28IQEkUGkJFP8ul3z1+jf6eqUduNTrGPp66o0Z9hgJIIFzTkAIkBNOTaJrtp7gxILCfHvTOv+wZ7+5qf4rtS9Nu/e2t96fvGXPNsuIg6ELy47bNEFZgklfN7gwBThF1p0ppMXv7aq2o1sxxpF17jzo3qOvn/OxxhdEAhUnUPy7XPIVfb3i9HDP0yCAvn4asHBXJIAEqioBIWSBF12jWpwnohAPw96d4dmf/fJ4t/duuHpYoxrDnn181rrlUV8OUBMsE2wSJzRBucaELn0d1LpIpULsXl8vjqm7pq4a6OtV9ZLD804JAiWeXtxCX0+JgUu9TqKvp96YYY+RABI4HwQoASXrsRD4jsH3K468PObbTu2ev/6KZ29t8crr49bnHQY9CpzIpUxlJgzTGDe4MESRrKv4ujclpjiULuehOlspWZcrK52PU8XXRAJIoGIEii295Cv6esXI4V6nSQB9/TSB4e5IAAlUUQKUQDwK8QhEA3DkIHw7a1/fJz5o23jIDdf0/9c/P5v50YHAMUiEwdJBFlyXvq47vm4W+7qzlGnJokhcOnpZQS/1CC6OVEUvNzzt1CBQ4unFLfT11Bi5lOsl+nrKDRl2GAkggfNCgNoQC4MWgVgAdm4h77+56e7bxjWv90z7psNee37tD99FYn7p63oCbIu7ss5FcSYMqGQYtTSSXAgJff28jCO+KBJIIoFiSy/5ir6eRLx4qBIC6OslLLCFBJAAEjgxAWrL4DrRQQvBglnZ/Z78sv7VT97cZHCvRz9YtShQmANAgdtOMowtKDO4LOOoZN3NhHFlHX39xKDxJ0ggdQiUeHpxC309dUYvpXqKvp5Sw4WdRQJI4DwREMBs0GMQD0L2Ppg8/oeuf5t81Z8euvu28ZPGrzi4E7QwWAkAJlc3YhScmuu2EI6pl0TWvUsjYXz9PA0lviwSSB6BYksv+Yq+njy6eCQPAfR1DwxsIgEkUJUJqFRxAcDdTWatgDPlU8iJpLYGOQdhxYKCZ5/4sk2j567608O9Hv3w29n7A3kQCUBOpsaIBMg5+npVvpDw3KsQgRJPL26hr1eh4T+Xp4q+fi5p42shASRQWQkoWedOhJzK1BZnE0CF1HdH2hkAgW0/xt98Ze0dbV+8oeaw1g2HT3zhu182x804WBoEfESLAyWyUjsXdtEaSVBqmqkbYsf4emW9FrBfSKDCBIotveQr+nqF4eGOp0MAff10aOG+SAAJXJAEvLJOQJZfVJvtLHJEXV8XNiz7JqvPY9MbXv1soxoj/nnX+7Nn7C/IAVsHYsqZplqCGrrNGJWyrkwdff2CvGTwpJCAQ6DE04tb6Ot4aZwVAujrZwUrHhQJIIFUIqByYJz4OZgCNA4JDhqXSx1ZQjB5KhyIAVEffPDmjr+3ebH2ZX3a3TBhzKCVazMCQR8U5uvxKFOJM04+DOPCCaufUNbVfNPyFjTFeo6pdOVgX6s6gWJLL/mKvl7Vr4mzdP7o62cJLB4WCSCB1CE2FifuAAAgAElEQVTgpsGYAJqAKIMI5VHKY4wbMrju+HrgGKxaaA18Yu2NNcc0uXb0o11nzvro6L5fuBaFSMjUNUfrnXPmXPq6VPaiauvesjDK1Hnx2/uJV0pS4o7rJaXOZYQ9rYIEin+RS76ir1fBy+BcnDL6+rmgjK+BBJBA5SWggutUJqeDDhATEGAQsFnAokHKtKKOM9j3M4wbsuP2Jl/X/MPY25pPG5e2aedPEMwDagOlsiYMZ0Kautwo54Rzr69709a5U3zdfYM/wcqm6OuV95rBniGBIgLur7HbQF/Hi+OsEEBfPytY8aBIAAmkDAHhzDGVaesACYAwQKEAv0V9ulVIqCacajHBfPjuG6vPg+vb1lpU95LXH7pz/odvZPqyQI8oX2dMTjJVmk6dhrx34uuuqatGKVlX7/InXugU4+spcyFhR6siAVfT3Qb6elW8Ds7BOaOvnwPI+BJIAAlUYgLK120AAyAGEATwAQRM4tMMv22bjMg1kn7emJj68o5OrWY0vnJGs2umDH167dK5ESsK1JAFYSijjMmAumdDX6/EY45dQwJJIuBquttAX08SWjzM8QTQ14/ngd8hASRQ1QgIp3SjJWTmekSAX0C+AL9JCjU9aNuUWhAPwWcfbH+46/Sr/zj0uksmd2r10bQJB3ZtKqr6SClQZjNu86JNWTv6elW7kPB8qyIBV9PdBvp6VbwOztI5q6tKHZxzTp2bEOLw4cOTJ08eNGhQWlragQMHAEAIoa68s9QTPCwSQAJI4HwTECCruOgcYhxCHHwccjn4TNuv6RFT52E/HNwlXh373e2tX7nkN0+3ue6DIf/6fvnXWm4mcBMYAUo5ZaZc0PQ4ZVe+XioZptRkU/ctHvNhzvdVgK+PBM6IgPs77DbQ188IZKV5kjuQbo+EEDLh0blxLmsFuD/6NQ33hdwDuo+ow3LOVUzd/RZ9/dcAx+ciASSQ4gS4AMsp4BhhEGTgY5BHIWDaUU0z9Thk7ufLvy0c8NS8VvVG//k3PbvdNvvzafkHtkMsAHoMbBMoI5QbjJuOr0tNL94qKOtOVUdRXCimTCPF8WL3kcCFTMBVLLeBvp7C4y2EoJTa8h+rVGm0EMKyrGg0GgqFwuGwpmm2bTPGXMk+47OllBJC1Gs585+K7JwQZ5lsAMaYZVm2bauXUH1THcP4+hljxyciASSQWgTUm6vzzkoZN5iIMQgxCFDwUcgnPGyYupYQRgI2rYtPfH7DA3d82KTWiNp/fXZ0//W7NkEwF+JhCAWooRPKTMo1xk3GiPNXl3GhJpWe6N59Z/c20NdT6wrC3iIBScD7O+z5q1Ik7a7UBQKBJUuWdOnSJT09fdOmTaFQyMXn9XvVVsdxd0ihxn+kUF9LdVXlkzDGvA6tFNmyLE3T4vF4LBaLx+NJVHZntQ5uOzcVO1f3qm+UUvT1UsOE3yIBJFDVCLjJfkxGx3VZbV0EqPAT4SO8wKaxRMIKByHogyXzfM8+tqBdo9cbXT2sY/OX3n9jrz9HloXR4xAMaLquU65RHpchdunrwvl3adk38TN/pKoNDZ4vEkghAmV/sb3+jb6eMkOpssMtyyKEqCEkhBiGYVkWYyWLa+i6HovFdF23bft0c2Pcd51SUEzT1HXdNE310u5PVQCeUqoewfx1lww2kAASqDoE3L+c0teZTniEiAARfpsXWsxnkng4bOYeZQf3wCfTDnXv9EXdv46td1X6v3t8tWBmXsQHtg6WAZFwwjATjqwrX6eMAeflhNzKvqlX/JGqMyh4pkgg5QiU/UVGX0+5QZQddgcyFosdOXLk559/Xr169ULnlpGRsWXLlqysrFgsZlkWpdR0bqUSY9wjuI0TgWCM6boeDAbz8/P37t2bkZGxePHi5cuXr127duPGjVu3bs3Ozo7FYm5ijDqON509MzPzzTffHDx4cHp6uppv6p7CiV4UH0cCSAAJpCKBMr4etXnA4n6T+Q1WqNtaPAHHcmDNivCYIWtbXD+pzl9furXFlDdf3vbjWi0WBE7kAkmJeMKyi3zdyYdhvMjXS/74u3+6z7iRinixz0igihAo+3uNvp5KQ+/+BwQAbNsOhULbtm2bN2/epEmThg0b9swzz/Tu3bt///7jx4//8ssvN2/enJ+fr+u6psl/rRqGQSlVUfay14H7SCkcQohAILB79+4VK1bMmjVr8uTJzz77rHqVkSNHvvjiixMnTlywYMH+/fs1rWi5PiEEITLbUt0AwOvrBw8eVC+hXrHUy+G3SAAJIIGUJnCcr3ODiJjFAyYLGCygU79mmZoOmYfhkw/2PHzfVzUuHnvj1dMef2DBknnR/bt4JAjC+f+oYSRsEqciRnncmW/KZXBdxtfR11P66sDOI4GKEnCtzG2gr1eUXWXYT42W6klBQcGCBQvGjBnTuXPn+vXrV69e/ZprrrniiiuqVatWp06dO+64Y/DgwbNmzdqxY4ff74/H44ZhuBrtHXXVVqVd5HuC52YYRm5u7tq1a6dOnfrYY4+1adOmevXqF1100e9///s//vGPNWrUqF+/fvPmzfv16zd37txjx46pp1NK1WeDsvVh3Pi6+5bmeTVsIgEkgARSm4AAcKaCcmdJUkqFyUC3eFinIZ1GNBpNmDwWg+1bWfrARe1bvHbFH9P/0W7Oy6O3b/sJsg4RXz5hTkahZScIjTv5MAmnniPH+HpqXxnYeyRwmgRcTXcbXnNzo7c43/Q0uZ6r3d3cdJ/Pl5GR0a9fv1tuuaV27dpNmzbt2LHjvffe26VLl9tuu625c2vXrl3fvn2nT5++d+/ecDisirpwzgkhlNLi8HfRV2+dGcuyTNNkjO3bt2/OnDlDhgy5++67W7Ro0bx589atW99+++133313t27d7r///k6dOjVv3rx3795ffvlldna2Somxbdvr6258fdCgQV5fV5fguSKHr4MEkAASOFsEBIDaOACXIXK5UeAMqABq8UTcjMaMeNwyDRsOH4K5Mwvuu+u9JvVGNqw1YkCvFfNn5h7NhoCfh8M2YyCA2UQjTKM84dSHkbOScL7p2Ro8PC4SqJQEXE13G+jrlXKgyuuUKv+ifrJp06YXXnihfv36l1xyyRVXXNGrV69p06Z949w++eSTQYMG3XbbbVdddVWTJk2eeuqpVatWFRYWqieqgo9K2b01XgghagopYywajYbDYV3Xv/3226effvrqq6++5JJLrr/++ocffnjixIlLlizZsmXL7t27V69e/e677z722GMvvPDCggULjh49apqmSpdXvq4+CgBAVlaWyl8fNmwY5sOUN7b4GBJAAqlKwGPqwAFY8Ualu8ubxa2IpgVjelTnFoG1q7TnR25q3nBco+uG/r3jS+++vXXnL2YiATYBQjnjjHGLMJ0yVR9GZ8xijDJ2ymRG9229oo1UJY79RgJVgEDZX2P09dQYdjeBxLKsUCj09ddf9+3bt3r16o0bN+7Zs+c333yTmZkZjUb9fv+hQ4dWrlw5bty49u3b161bt2PHjp9++unevXvdyi2maaoy6l5fV20VGrcsKxwOHzhwYNSoUQ0aNLjyyis7dOgwbty4efPmbd269eDBg7m5ucFgMBAIHDlyZOvWrbt27crKyopEIqZpqti8ZVnqvUVlyGRnZ0+dOnXo0KHDhw8/dOhQahDHXiIBJIAETkXAK+teU6cAxBF3x9d5VKcxHcJxKPTDZ59k/+uRpS0avXpru5d6Pf3hnLnbDx6OawbYzLKZKWuuM4NQ5euGXN+U2UyulCSF3b2VfS8/g0dOdXL4cySABM4bgbK/0e6vv7fcH+bDnLcROtELq3ECgFgstnfv3tdff/3uu+++8sor77nnnvfffz87O9t9ImMsFAotXLjw3//+d926devUqTNq1KhVq1bF43G1jyr7SI6/qYWNVJSdc56fn79o0aL77rvv4osvbtWqVVpa2rp16w4fPhwKhaLRaCwW0zTNTZ8SQqgSNO69bdvupQYAR44ceeutt4YOHTpixIjDhw+7XcUGEkACSCClCVTE120BCRNMCr4gbNtmPzd65R0d327d5KV/PvDuhAkr1nx/9Fg+1S2wpK9bNjUJNQiVpu5sFuO2s6wpc5S9yNrdP7C/ppHS5LHzSODCJlD2Vxt9PTVGXGWcA0AwGFy9evVTTz11ww031K5de8iQIZs2bYrFYkIIwzDcOut79uyZNm1a06ZNL7744rvuuuvjjz/2+/1qoVNN01Tqi9fY3cx4hWP37t3PP/9869atr7rqqmHDhi1dujTPuRUWFmqaFovF1BxW9Sz09dS4hrCXSAAJJJvAKX1dABAhZV0AZB6Bzz7f0f3+KQ3qDGnTYtyAZ2d//fWhvQfMSBwMIn1dKju1iFR2kzLL2WzGiOPrKsSOvp7sIcTjIYFKSQB93TssqbS+qVrHFAAOHDgwffr0v/3tb9WrV2/evPkbb7yRl5dnGIZpmsFgUM34ZIzl5ORkZGTcfffdl19+eb169caMGbN79+5YLEYpTSQSZX1dlXpUdBKJxKJFizp37lyvXr0mTZq8++6727ZtKywsDIVCwWAwLy/v2LFj+fn58Xhc+Trn3I2sq4b62OD+TyA7O3vKlClDhgzBfBjv9YdtJIAEUp2A19fd5HUKoPJhqJMSYwup45oJW7fpkyatuvOO8Q2vH3B/17dfm7B2/cZITr6MvhsUzBJftwi1KLUpk5vH10uyYsq+l5/BI6kOH/uPBC5gAmV/ozG+nhrDrTJVbNv+8ccfx44d26BBg7/85S+33XbbF198YTu3RCLh9/tVvrhlWYWFhbt37+7bt2+dOnX+9Kc/Pf7446tWrSooKLAsq1xfV7F2xSInJ2fq1Kk1ndttt902Z86c3bt3H3RuO3fuXL58+apVq7Zu3ZqZmRkIBHRdtyzLtm1CiGVZaulTtTaTqhHp1ofB9ZJS41LDXiIBJFBhAuX6OnN8XSk7EUAYGBYU+GDZssKhQ+bc0mFki6aDBw2YM3v2/oOZEIiATpSv2xazbWoTZ6OUULlCKmGMYny9wgOCOyKBC4QA+rp3IFMsvq5mc65du3bIkCGNGjWqXr36vffe+80337in5M4opZSqdU9HjBhx4403XnTRRd26dVuwYEFubq5t24lEQq176p1vqmybMUYIWb9+/YgRI6644oratWt37tz5yy+/XLRo0bRp055++ulbb721WbNmHTt27NGjx8CBA6dOnbpmzZr8/Hy3D+FwWBWHUR8AVKD90KFDb7zxxsCBA4cOHbpv3z4AUKufqvwc97nYQAJIAAmkFoFSvu7UcywqEUNBpsFE42DZYFmwby+8N23nHbePa3xjnw4d0qdMWbdla8KwZXC9OL5OLEZsSggljqxTyuTm+LqbvI75MKl1gWBvkcAZEkBf94JLSV9fvXr1gAEDGjVqVKtWrYcffnjJkiXeU3JVWNO03NzcsWPHNm3a9H/+53+6du06d+7c3NxcQojy9aK668VfKKUqTB6PxzMyMgYMGHDZZZddffXV7dq1S09PHzFiRI8ePVq0aHHVVVdVq1atZs2a9erVa9So0R133JGenr506dJgMAgAlNKCggJN01SVd9u2LUtWDj548ODrr78+YMCAIUOG7N27FwBU6F1Nci3Vf/wWCSABJJACBBxVL9fX3cQYk0AoAokEhAKwark2YujK+nX7NGv6zIP/fGXOvF1ZOfIsdQIxAwy5tBKxqPT1okiKI+uOrx9XGUb9T7zse/kZPJICkLGLSKCqEij3N9pNiXELfmB9mPN/gZQaKhX/JoSsXbtW+XqdOnWefPLJjIwMgKIVqlWnOecqSf3/Lzg6ZsyYJk2a/O53v7v77rvnzJmTl5fn5q8rUXfHXq2XZNu219f/8pe/XHXVVfXr12/QoEHt2rVbtmz597//vWvXrrfccsv111//+9///ne/+13NmjX79++/fPnynJwcVeExkUgAgEq4R18//1cS9gAJIIGkExAgnI0LZ0FTEPz4zVkyCSwKsTgE/LBvN3zwzt6H7v+82l8eue1vo0aM+mL1upx8v+yWZkFUZwblpX29+B+g7lJ37p/rZFViTzoVPCASQALJIlBKApXpuX8EyvX1n376KRQKuR1wd3Yb6pjuDinUqLzx9VLjpMLVlmV5ff3666/v37//qlWrVHkWy7LUs9TO8Xj86NGjo0ePvvHGG3/729926dJl1qxZKr4ei8XU8qXuEKrsFJUH7/X1P//5z1deeWWjRo3uvPPOZ5999v3331+6dGlGRsaXX345YcKE++67T6XRt2/fPi0tbfny5ZmZme6cVyGEu15SZmYmrpeUQr8Y2FUkgARORkDJumPoXAgmOAPGgXN5rzbO5OKmQLjMhMk7ButW60P7L+3QavKVf33isUff+WTGhl37IsEY2AKiBkQ04vg6tRklxf/zdP8Jib5+srHAnyGBC5RAKQ9UZ+lqG/p6ZRl27zi5Mq3WOVqzZo2Krzdo0GD48OHr1q2jlMbjcbcgOufctu1oNHrkyJGRI0fecMMN//Vf/3XXXXfNnDnz2LFjhJBYLGYYhnoPcF+IMVbW1//4xz9Wq1atbdu2gwYNWrRo0dGjR1W+TTgc3rdv34cffvjoo49eccUV1atXv/nmm99+++1t27YlEgk157VcX09PTy+7vqlaCsq9+CrLGGA/kAASQALlEZCR9eJwuuPrlEkzp0JuhDtt5euUAyFwcD/M+Sqne9ePbqz7ct2aA0eNWLB2Xc4xH4nqoNkQTtBwwjIoszi1OaNyfVN5Q18vjz0+hgSqCgFXz1RDnTb6eqUbfnc1U3depm3bar6p8vUGDRo0bNjwueee27Bhg23bkUjEXQ5J5aJEo9Hs7OwRI0Y0bNjwN7/5zT/+8Y+vvvoqLy+PMabqw6gCju4FoXydEKJp2vLly1X++n//939feuml//znPz/55BOfzxcIBMLhcDQaTSQS8Xg8MzPz008/bdeunVL2kSNHrlq1Ss03Veukas7NNM09e/a8+uqrffv2HTBgwM6dO1WtG7Vsk/tpBHPZK91ViB1CAkigPALK11UIncnSLTYDS8hYudy43KjydcuGSBjWr9XemLDljg5TmjeY+Ld2r7//7rZ9B6xABKIaRDQRilsRzZLl1jklxb4up5cyVjzfVBp8cQ570cRTIbj71/uMG+WdHD6GBJBApSBQ6vda9ekkvp6Wlvbjjz+qyYSldvY+K0Vjo5UrH8YdG5esK+uMMcuyVGnz7777rk+fPvXq1bvuuusGDx68Zs0aVQ1G0zT3ElOTSvPy8saOHdu4ceP//M//7NSp01dffeXz+eT0Jl03TbNcX6eUGobh+vpvf/vbyy+/fPDgwStXrlRR/FAoFIlEbNtWc0bXr1//0EMP1alT5/LLL+/du/eiRYtUdF+tqRR1bolEYseOHePHj+/bt2///v2///777OzsPXv2HD58+NixY36/X33YsCxLBebds8AGEkACSKByESjOhOFc5rswuVHKLSZ0DgaACWAKsBgQKhjhoGlQmAdffZL3xENfNaozvPWNE5751zeLFhTkF0BMg5gOkQSPaCRuEotxwtlxvs6d0jDyP6FMptwI951BKrv0dfgVm3y6qFxssTdIAAkcT0BpoQpxKs8mhITD4by8vNzc3JycnMzMzO3bt3/55ZedO3ceNmxYKV8vm0qnDnj8i6TGd5XI192AuncaqGqrSUeWZalFkTIyMp544om6devWrFnz4YcfXrx4sVJwy7Jc6kq7g8HgSy+91KJFi9/85jfK1wOBAABYzo0Q4p20pOLrjDHTNFesWDFw4MDLL7/8v//7v2vUqPHaa69t376dc24YRjweTyQS7uez/fv3Dxo0qFWrVjVq1OjRo8fXX3+t+hCNRiORSNi5xePxX3755cUXX3z22WcHDBgwb968lStXzpkzZ/ny5T/++OMvv/ySlZUVDAZ1XS+1xqp7OthAAkgACVQGAm4mTJGvU5Al0rnBRIJDAkAHMISspW5Z1LYJxCJw9DCMH7Xrhjqj/vw/j7Zr8co7k/ds2QTRKOgmaIYMsSdMbhJOuKCCy6241rrbkKbuhNO5bDgJOIIBqNKRZ3yvCttUBqjYBySABE5GwDCMUCikYqyaph04cGDdunWrV69eunTpvHnzZs+ePWnSpDvvvHP48OE//vij0jx1OK9Pqo/76OsnA13Bn5X1da+sq2KLKn/9+++/HzJkSOPGjWvWrNm1a9dZs2YZzk2tbKpmEBNCotFoZmbm8OHDGzdu/Ic//OHBBx9cvHhxOBwGAOX9tm1TSlUFdPXqhMiZToZh/PDDD6NHj65Zs+b//u//lvX1WCymaZqK0O/evfu5555r37599erVe/bs+e2336oOxGKxeDwec26apu3cufOll1565JFHunbt+vbbb8+ePfuDDz746quvli1btmvXrmPHjoVCIfT1Cl4quBsSQALni0CJrzNgFKjcbMo0wiOEhznEGETjpj+mhRO6IQQEfbB6KfR7YmPDa8fWvybt0W6ffjs3sH8PxOOgG46ym7JGO+FOyfbyZF2uaCrnswoGwvF1Jie4JsHXOcj4OobYz9elhK+LBCpKwJVs0zRzc3M3bNgwb968WbNmff7559OnT582bdqIESNatWrVv3//jRs3oq9XFOsZ71fK15Wsu/ONVDFHtfbQtm3bJkyY0LZt25o1a3bs2PH9998PBALuEkVqzqhlWQUFBVu2bOnTp0/9+vWvvPLKPn36rF+/PhqNcs6VcKtq6yprXL26CuTruv7zzz9PmDChfv36f/rTn8r19XA4rPJYfv755xdeeKF9+/ZXXXXVU089tXDhQpUno2marusqf92yrL17906YMOHhhx/u3Lnzhx9+uGTJkjlz5ixcuPD777/Pysry+/2xWAzzYc744sEnIgEkcG4IlPF1QalNmEZY2KIhClGLhYPRgkAoFI6YlEDWQXh38v5u/5hb/5oRt7WdOHbY6q0/Qt5RmSejGaBbYBIgQsq6U7K9OMSuAu3F+o6+fm4GF18FCVRyApZl5ebmbt68ecmSJQsXLvzmm2/mzp37+eefv/DCC61bt+7Xrx/6+rkYwRP5ulJ2VctcLV+amZn52Wef3XXXXddee23jxo1feeWVrKwswzBUVlM0Go3H47quZ2ZmLlmypHv37rVr127QoMFzzz23b9++aDSq67ryY9M0DcOwbVt9dFP/K1H11w8cOPDBBx+0bNny0ksvLevriUQiFAoVODcV7G/RosUVV1zRp08ftXiT+m+AyrpRC6keOHBg0qRJ/fv3Hzhw4KZNmwKBQF5ens/nCwaDsVhM13XbtjEZ5lxcZ/gaSAAJ/AoC3pmmMn+dCsqc+DqLEBaxWES3Q+FYMBCM+QvtcBDWr4k/+6/5NzeZXK9mWs8HP/v0gyx/PiSiYBhFvm4xoI6si2JlV6F0Bo67O7kx6Ou/YsTwqUjggiJg23Y4HM7Pz88tvu3fv3/+/Pn33XffiBEj0NfPxWB7fV3Fud18GOLcXKP1+XxLly7t3r37tddeW6tWrZEjR+7evVspb15eXmFhYSgUSiQSe/bs+eKLLzp16lSjRo1WrVpNnjw5Pz8/4txyc3NV/omu62o9IzeRnRCiCrd/9dVXHTp0qFatWilfV7VlDMNIJBKFhYVLliy5//77a9Wqdfnll/fr1y8jI0OVcVR9Vvec80OHDk2ePHnAgAGDBw/etWuXm96jKsqrnBxF2c2MPxfQ8TWQABJAAqdDwPV1Z6YpUMoptQhNEBa2WcQkEZPECGdymmmB2L/H/nLG3nvvnHpz04kdb5owJn318kXxRAQMDUxTJsMUB9e5SkKXpl6c+qLaKoXdfRDzYU5nrHBfJHChEVClR3RdVzX6NE2zLMvn8y1fvrxbt24jRozYsGGD3+8sw+acusp5VtFYzF9P2tXg9fWyyTAqy0WVT4nH45s3b+7du3f9+vUvu+yyXr16rVmzJhgMapp25MiRvLw8v98fDAY3bNjw2muv3XTTTdWrV7/zzjtnzJihsslDoVCec8vNzc3OznZzx1XwnlKqaVowGFy6dGm3bt1q165do0aN0aNHr127NuHc3MLthJCcnJxPPvmkSZMml1566dVXXz1s2LC1a9eqaL37YUO5+OHDh6dMmdK/f/9+/fr9/5R3Rc29elyI6rnq3n0QG0gACSCBSkLgOF+nglJOpK9rNo3aNK6bccuW8/4ZkWVh1iwvGD8mo23TUR1bT3qs+6cfTdu/bROYGpg6GCYYtqwjQ2WNGVX/kTEhY+pOcrrMVnfnnqKvV5LRx24ggfNCQC1ar4p6a5qmpiCapqlmLUYikZUrV95///3p6ek//PBDYWGhinsKIdDXz9Z4ucrulnFUgXYVpVaJJWq5ovz8/A8++OC+++77wx/+0LJly7S0tO+++y4rKys/Pz8UCvn9/l9++WXy5MkdOnSoXr16w4YNVWV0d0ElxtjmzZvfeeedp556auDAgTNmzNiyZUsgEFDzTW3b1nV9//79X3zxxb333nvZZZc1bty4X79+a9asyc3NVVkriUQiMzNzxowZPXv2vPTSS2vWrNmpU6fPPvssMzPTnfDq/S/BoUOH3nrrraFDh6alpe3Zs0fZfCmO3tPHKHspOPgtEkAClYWAs1hSUTKM9HWbUJ2wOKGGpumxmKknQIuC7yh8MGXzg10n17riidvbThg+cMmKxdG8IzLrhdhgOJnrNqdUFpNJUDCpIJQLubnJ65i/XlmGHPuBBM41ATd8qSKbqoKfmnaoArgqP0IIEQwGV6xYce+996alpXl9XS11X6qkY+rGQytRPUeluQqlOzylfN2tAGNZ1urVq0ePHt2oUaPrrruubdu2aWlpH3300bJly9auXbtixYp33nmne/fuF198cd26dbt37z5v3rwDBw4YhuFecUuXLu3du/c111zTrFmzwYMHL1u2LE2o9yIAACAASURBVD8/X9d1peyMsWg0un///jFjxjRq1OiSSy5p3rz58OHD58+fv3379h07dqxcufLDDz/s2bPnDTfc8H//939t2rQZNmzYhg0bIpEIANi2rWmaqj+jPhcePHjw7bffTk9PHzFixJ49eyil7rmoE1efQ5THq+Qct6vYQAJIAAlUKgJCAOdO8jrlhNiEmoRplNpawo6GmRaFUAHs3w7D+y1o2yS9VrXHu3V+562Jm7dvglhQVmShFEwbTMpsbhCIUghJZRd2ka+XV88R68NUqgsAO4MEzjaBsr6uQrdKC1Vc1TRNznkgEFi+fPk999wzdOjQdevW+Xw+lYuhFsNBXz8rI1V2eEr5urfC+v79+2fPnj1w4MCWLVtedNFFNWrUuOmmmx555JFevXo9+eSTt9xyy5VXXvkf//EfnTt3fu+993JyclTeuW3blmUlEomZM2c++OCDf/rTn2rWrNmzZ8/Fixerei+mabr/STEMY/bs2T169KhevfrFF1987bXXduvWLT09ffjw4T179mzTpk21atUuuuiiSy+99LHHHps7d+6RI0fU7NVoNOqWrGGMEUIOHDjwzjvvDBs2rKyvK6F3/6WAyn5Wri08KBJAAskjUOLrhMs3UWpRZlDK9YTQYsAtyM+C7xbE/9n53YbX9G19Q9qg3vPmf3Ukc5+MuxMLbBssAhazbZEgECLgJxAl3CSME8Zkzrpg3s3Jh5GrqXLg3CnmiPUckzeYeCQkUBkJlBJC5UjKCSmlJ/L177//vqCgQOVBuIvqqBCwm4GcovkLlT2+7maBq/owqp6jurLi8fju3bvnzZs3atSoLl26NG/e/Prrr69bt27Dhg2bNGnSsmXLW2+99YEHHnj33Xe3b9+uJpValqVqLCYSiVmzZj366KPXXHNNw4YNH3nkkQULFuTn56tqLeoTmwp779u3b+bMmf369evUqVPjxo1btmzZpk2btm3bNmvWrH79+q1atercuXPfvn1nzJixe/fuRCKhPs/F4/FoNKoKtJ/S19X8VPdfCuqUU/R6qoy/9NgnJIAEkk2gyNeZYHK+qfx/oawSQ2Vuuh4DOw4/r+dvjv/5lmYv1b+67z1/n/TGSxt++t7054Eeh3hMJq9bVNjcJCJOIEjBTyFKhUE5K9pK+zpjcjVVGdNHX0/2YOLxkEBlJFCur3ud0DAMpXaBQCAjI0Plw3jj6+jrZ3Fcyw6Pa7EqgUQlq7g90HX98OHDK1eufO+995566qlbbrmlvnNr1qxZ165dR4wYMXv27H379pmmqZ6iIuuJRMKyrIyMjBEjRnTu3Pmee+4ZNGjQypUr/X5/KBSKRCKxWEyFyVVmS35+/ooVKyZPnvz000/ffvvtTZo0adq06U033XTHHXcMGDDgnXfeWb58+b59+2KxmOq/YRhu2XU118EbXx8+fHipfBiVtq7uMbjuDi42kAASqLQEHF+XM0MZk1NOKWWUUUrA0kCLQMQHi2b5evWYc0PNETfWGtzn8S9nfXo4az/IyjAJCAaEpgubMcJ1JxkmQKGQQoSCLuevlrcxQZmclsrQ1yvtJYEdQwLJJVCuELq+Tik1TVNNa/T7/RkZGffdd196errX1zF/PbkjctzRyh2eUv8EKVWkPBwOBwKBY8eOrVy58uuvv160aNH8+fNnz549b968jRs3FhYW6rruvoZhGLquqzowPp9v48aNc+fOnTNnTkZGhloQSwm9qtFOCHETY+LxeCAQyM/PX758+ccffzxjxoz58+evXr16586dOTk5wWAwGo2qjwEq30ZVdndrNdq2vX//fpW/Pnz48N27d6t/F7gdUwnr7ocTzF93yWADCSCBSkjAiS+4vl6s2DaYCQj7IGsPTJu4/fZWkxpWH35rq/GvPr96dUahLxe0mAyuFxaaCY0QRohQvq7i68rXiZx1WmY7ztfBXd9ULbKkSkGe2T2ub1oJLy7sEhKQBMoVQq+vqyVuCCGFhYXo6+fhoil3hLy53Woagdsz9emKMebz+XJzc4PBoM/nO3bs2JEjR4LBoDerRAihRlcdgRASCASys7MzMzNzcnKUxDPGTNNU1YK8uTfuywUCgYMHDx46dCg3NzcSiaiMF/UZTn3Us21bubh6LTXlVPn6W2+9lZaWNmzYsF27dqnZze5hS521+tb9KTaQABJAApWJgPwTxVUtdBlfl/NHKQFqA9HBlwMrFhQO+ve8BtUHN609pucD73896+DeXYmYU3Zd1yAapYbFZN67MCjEnch6iEJMFoopNnUG5PiNcijaBFBnY1C0KOqZmTqX816LtsqEFvuCBJCAQ6CUF7kBTVfZlUe5vn7//fcPGzas3Pow3imnqetXlSt/3XuVukOlEkXUUJUKPHtzSMqOh1fWVfUVNVNB7amWTXXTbFTiinpQFQyilHqP785yqGCDEOJ++LMsa9++fVOnTh06dGh6evrOnTtVGN49XzeQ7561+yNsIAEkgAQqEwGpuVLX5U3lwxTJOrNAWHDkALwxfu0/2r982f/0bN/4lbFpi/bttMJhLueYWmATJ6lFGrdMd6egOcoedUo6GrJEjLCPN3Up7krWlamDXA6VOrLuja+78n1ajcrEFfuCBJDA8QRcI1IN1wO9/mbbts/ny8jIUOsl/fDDD36/33UqORme0rJ+ePzrpMZ3qeHr7pvDr/F170G8OTZuhSD1oU3dF70XOW9K7oe5Cpq62o0Q4kbcTdPcu3ev19cty3Kz6lPjSsFeIgEkgAQkAQHAi8Lr0teLZJ3aQE1IBGHrenNo39kdmo2ueUmvHl1mfPTO1oJc0AzLIpxQKevy+VK3KQXLKb6uOdauOyXY5TRUBqWVnTvKfryvl1L209J0d2ccUSSABCovgYr4umVZBQUFy5YtQ18/bwNZapy837p98sa/y35+KhVfV89yrb2shbum7j7Re/zTknUVtjedm1qRa+/evVOmTBkyZEhaWtqOHTvQ191BxAYSQAIpRaDY12XYQ7DiTBhqATXg6CFYODu7xz2TWzUc3KT24BH9lq9YmBePgC3LxwgmpKwXKb+s90IcZTcdazedcLtF5ZqnStlL7h1fJwLkVhxfR19PqasGO4sETp+AV/xcefMmSKtEhvz8/GXLlnXv3n3kyJHr16/3+/3qpdT6phhfP33wp/kMd5xO8jy1j/svErdxkueWHXJXxNHXT4Iaf4QEkAAScAi4vi6cJU5l2rqUdROoDpvXxd4Yv6pD86Et6ve/q8Or06fs3bONaXEgjLuyXuzrwin5Qp3sF6XmFpOyXs7GweaOrKOv40WIBKoOAdfl3IareaqhqsQoX3/wwQdHjRq1YcMGVT5EUVKCVzaem4oMUyAf5iRY0ddPAgd/hASQABI4CwSKfF04oXL+/9g7D/AqivVxe+/vuc17vdeCoCAC0nsVBAQUVESFGy+XJiDSS+hFqihgoSkoFwRBepeqtCi9hE4oQVJIAdJz6vad2dn5/3cn2WzOSTn0nPDts0+Ys3X2nTW+58s3M5rp67IRXMcC/Xlz3PB+K+pW7vdq/dH9P/hx1+a05ASqSNQu61b/UHPKUsP5NWpZex6yrlGFGKuqGyuiOSF2e5dTK8Xltgr3AQ9cEggAgXtEwNJ0q2D3dRY+l2WZ+XrXrl3B1+8R+Nu8jNU8BZx3Z75uhdjtKTFWcN2eIm/Ph2EHBP6T5a/Lsgz5MAW0IOwCAkAgCAkYv3qzqq1TTaWabMyRxGXQxfNOhrz1eaXS3dq2mPT55F2nj/Jep5Hgbh+NRdNptqkzWb8bX7fk/7Y03To4CNlDlYHAI0PA8kCrcLu+bjmbdSK7VDAiLLrx9UBoMu5WM7BCzv9I8rmEdRZrSGtkGOt0683wMXur4QMpWIP5s/wqn/Fh2NAx+VQQNgMBIAAEgoOATqimGL1HM27SQ3tcoweta1Z35EvPdenfY8H+3UlJ8VQRDV/XdJ2ZtUYpNsZtNyYrNbLfs4duz86Kua34OrukJd93UAgOyFBLIPCIE7BbGRMztkXTNEVRrPj6lClTTpw44XA4LFyWrVmiyE60DgiiQnD7OhtR38ezA6FvD5zbfd3nnbB83WrpwAvsNWLDsfuM58jGX1cUJZCqwjFAAAgAgaJIQKc6oUg15jTVRHr1LF0453THt2fVqtC/QbWB0ydtSYimXgdFCkWIYqNvKtF0HesEEw0b40DmyLox7HpWH9PAfZ0N5ngHjm4/pShyhToBASDgQ8DfzVhklolWamrqvn37unXrNmXKlPDwcPB1H3pF5aOl1FZzBlKzB+PrbKRINn3StWvXrPFhrly54jO/aSB1hmOAABAAAkWFgG5EzXkOcV7N66SOJPrbTs/YwVua1hlTufRH/3n7y5WLT7rSKOemkmj4OtI0RDTD1ImGNIwJtiLrZgF8vag0LNQDCBRBApbg2QuUUvD1IthYBVWJybfVigUdmr2PHewfLLcuYi/4HxbgFmsyJlVVr127Nn/+/NGjR48bN+7KlStsV3Z14F8gAASAQPAQMCPUxnCMKvW6yK14ev64vGhOxL/bzKlXeVijaqNGDli7a0sU56KyaByDsI40zJQdga8HTztDTYFAESFgVzKrDL5eRFrnNqphNR4rBHKmzyn346M1JRObMjcqKmrevHmjRo0aO3ZsZGQkG2MokKrCMUAACACBIkTASicxs8fdDhp1Wd6xIX7c4J/rVRpZt+Lwd1rO/G5m+OmjmSJHVdUIpCONmL6OrZ8QXy9CDQpVAQJFnkCekga+XuTbza+CPg3ptz+PDT6n3KePhBCMMUthj4qK+uabb0aOHMl8nc2mm0fNYBMQAAJAoMgSsGRdpxqiEk+d6fTaRW3Fwit9O22o8vzglg2mDO29/vBeZ0oiVWXq9bq9nEfFyDJ1Vsjt62b8PWta03zz183BHNl4jticMunu89eLLGWoGBAAArkI5Clp4Ou5GAXFB5+GDKTOPqfcp4/sZbJ8/euvv2a+fvXqVRZ9D6SqcAwQAAJA4KERsAm6MTepbSWIqiJ1p9OLJ/GUkfvebPxd+WcG/Pftr+d9uT/qsuJxUllCbm+Gh3MirBiCbls1gjXdWpGmIzaDqTkvkpr7pzH4Oht53Zzf1JL1Anz9odGCGwMBIHA/COQpaeDr9wP1fbymfyve1s18Tvc/1+eAwD+ySxFCFEVBCEVFRX399dcjRowYO3bs77//zka28b8dbAECQAAIPDQClo5bNbC2+BfMfBhvJj3+qxzS+n8vPTWh7L8GDOu7+uctV5JvyJxH5Xg3J6SJsksjiiHotpXoWtZKMTFWlO3ibDok+0+VUtWcIwmZYXVsDB5prGwwR5+frJZW7aEABIBAcSCQp3qBrwdZ0/q34m09gM/p/uf6HBD4R3YpXdcVRcEYR0VFzZkzZ/jw4WPGjGG+7n8v2AIEgAAQeGgEfIzcCCrkvxKKFSq46aXTyrJvr7aoM7NKielNa874auq+E0fi0lM9HOflhAxBTpNVl0ZkQnCuVce6bo7uqGPT1A1fz9ZxFkHH2Y7u4+sFyDqblOmh8YMbAwEgcJ8I5Kle4Ov3ifb9uqx/K97WnXxOz/Ncn2MC/Ghdivl6dHT07Nmzhw0bNmbMmGvXrll7oQAEgAAQKBIEfOy8MF+XOZqSSHdsiB81YGuNF0bXeXHGh++vWbfsSnSkx5kpcRzPCw5JyVSxF3y9SLQvVAIIBC2BPL0LfD3I2tO/FYvaA8iyjDG2fH306NHg60WtjaA+QAAI+EbTC/N1zkljLtOvZxx7s+n0kn/t/mrt2d9+cfH0YcGZRjmPxnMiL7gU5MZEJETJFVwnmEB8HV44IAAEAibgb3owX1K+8CxY+R7xkHZYFbMKD6ki+d5WlmVN06Kjo2fNmjV06FDw9XxJwQ4gAAQeIoEC4+s6oUSjmmbMaWqYPaEZyfTYr57RA7bVfWlE2Sd7d3xzyfa16VEXKeekvJcKvCqKnIq8mEiEqODrD7Fh4dZAINgJWIJnL0B8Pe9mtU8jmucR7LtOnrtY30rrCmyyoYKPz+86/tvtjcfK/sc83C2Wr8+cOTM0NHTUqFFRUVEPt0pwdyAABICALwEfX8/9UcMUqbqq6Bo2fF3HNCGarl8W1fXdZRWe7VO34rDhfTafOqjejKWciwoclURNliUVCViTNcPXUa7ViK/bVqO/qX3gF5akzrawvqf2vewbQ+765fx1wPex4DMQAALBTsDf9CC+nneb6rrOxgtns/wQQuy2zUYZRwhhjDVN89dxQoiqqqIoer1el8vldDq9Xq8kSYQQn/vZm8RnV34f7aeAr+dHCbYDASAABAohkJ8Am9uRSiURC7yKkXEZ3kOPH0j9OHRb81pfln2yV7uWM+Z/dTQ5jnoyqMwZ47LLElWNkbEkrCmmr6tmlD37p45y+brR69Qa+IXJuvXTbuoFjOHIal/II8JuIAAEgpGAv+mBrxfUjggh1nWSUsqk3DpaURRBEHie5zjO4/E4HI709PS0tLTMzEyXy+XxeDij8xHPjuF5XhRFdim79/u0h3Xxggs+Z9kvWPCJD2wvxNcfGGq4ERAAAndOoGBfV6goYM6rKJKOEU2Md69bfvbdVrNqlP6kWpmhg3st37k5ShMpEqkqUFmgikSRShBSMVY1oppDOmbLOlGJzgZwtKxd0/MdohFGbLzzJoUzgUDxIOBveuDrBbWsESrJDor7TM8pSZLD4UhLS0tMTLx27drZs2ePHDkSFhZ25MiRs2fPRkVFpaenI2SGZWx3YF8A2PDkmqb5tIftwIKKPmeBrxcEC/YBASAABPIjULCvG/F1jfMqnFdxZvLhx36fMXlLlecHV3n20zaNZ37zxaGLZ13GhTVjEiVFNCY3RSo1/+6qYk3VjCi7sWZF2XVjplJjzcqKCdDXIYieX+PBdiBQnAn4mx74er7tzcYRVxSFHUEIEQTB6XRGR0cfOXJk48aNCxcunDlz5tSpU8eOHTtw4MAePXp07NixR48eAwcOHDdu3MyZM5cuXbpp06bDhw/fuHEjMzPT4/GwcLvb7ZZlmeXY2Jsk36rk3mE/hZVz73/4nyC+/vDbAGoABIBAoQT8fF0nRu9Sa8XIUHZHBhcTlbhm5S99u88r888+r1ReNOiDbdvWxcZFcTqiWKaqZK5Zvo4xRlhTjSx2U9lv09f96mTkqcMCBIDAo0XA3/TA133fAJa5bgXCFUVRzSU9PT0yMjIsLGzhwoUjR47s3Lnz66+/3qBBg+rVq5cvX/7ZZ5994okn/vSnPz3xxBMlS5asUKFCvXr1XnvttXfffXfIkCE//vjjnj17zp07l5CQkJKSkpSUJAiCf2P4ViWfz3d8Yj7Xu/ebwdfvPVO4IhAAAvecQG43ztJ0jermyu6GVJqS7DwZHvHZJ9+91WLsc3/r+17T7XM+uXzmqJCWLPFeXRayfB0pLL5+T3z9nj8qXBAIAIFgIuBveuDrebQf607Kdni93piYmIMHDy5cuHDEiBHvvfdegwYNyppLuXLlKlWq9NJLL5UvX75s2bJlypQpXbp02bJly5UrVz57KVeuXJUqVRo0aNCpU6cpU6asXr36wIEDFy9edDgcrDGsvqqBp7X4t2Iez/BQN4GvP1T8cHMgAAQCI5Dt67pOiTl6I9EowZQgqmUnMxKN3kxwh+05O6D39AbV+5V5os+H7fes/+FW/DUqi0YkHqtGJoyRDHMPfJ1VKLDKw1FAAAgUXwL+pge+nm9rcxwXGxu7e/fub775ZuDAge3atWvUqFHNmjVr1apVv379Vq1atW/fvnv37h999NGAAQNCQ0OHDRs2fPjwYcOGDRkypHfv3p07d3733Xdbt279yiuv1KxZs3Hjxm+88Ubnzp1DQ0NnzJixe/fumJiY1NRUjuMwxj7jz+RbJ3OHfysWfPyD3wu+/uCZwx2BABC4PQI61dlKDFnXNKphc0WGgmM162JIoVcuuFd8fzrkrRm1KvSuW2nApJE/H9uf4XEYp5tjPpqmbso6RsQcUszIX/fLh7Ey17Gua2w1BnXPGZYRZP32GhCOBgLFmIC/6YGv59vckZGRP/zwQ5cuXSpXrvzYY4/98Y9/LFGiRLNmzXr37v3FF18sWbJky5Yt+/fvP3PmTFRUVEpKSoa5JCcnx8XFnT9/PiwsbO3atYsWLfr0008/+uijli1bli1b9rHHHvvDH/5QokSJPn36rFy58tixY4mJiWzcGP+hHvOrmX8r5nfkw9oOvv6wyMN9gQAQCJCAGVPXiUY0jWjYGGRdwxQjihWKZOMnE2nBQw/uSZs66uCrdb6qU3Fgh7c+/nHxrpsJXnYXr5eTJWR0M1UpRjrGGtZY8rqSv69nybqeNQ9TdpAf8tQDbDk4DAg8AgT8TQ98PY9mVxTF6XSuXr26Z8+eDRs2bNSoUbt27fr37z9t2rQff/wxLCzs8uXLMTEx8fHxCQkJSUlJ6enpLpfLnb04HI7k5OTr169fvnz5zJkzJ81l/fr1n3322QcffPDmm2+2aNHi7bff7tev37Jly86dOycIAkII8mHyaAnYBASAABC4PwSs+ezMsb+IYdtmZB1l9x8lmAo8jrri/nHBlQ/b/9yg/DfN6n48etjcXbt3ZGSmUHO2I0HgzPG+CDIi6xrWsBlZV7GWp69bps4KLLh+fx4PrgoEgEAwEwBfp5Q+VmgLCoKQmJj47bffvv/++y1btuzVq9f3338fFhYWGRnJuoqyK+i6LsuyJEmiKPLZi2gu9qHZJUmilDocjnPnzv3000/z5s37+OOPO3Xq1Llz5wULFpw6dQp8vdAWgQOAABAAAveWQG5f1xDSECJIMTLRFdHITUcKzUhT9++NmTzqlxZ15tV58cv2bb5cvGDn2XMnvZyT6CrRVUURVaQghM3Z85AtuA6+fm+bC64GBB4tAuDrAfm6oigZGRn79+//wVzCwsJSUlLcbrckSaqqWokr1kgyqqoqimK5uyiKkiSxLBfNXDDGbCzIjIyMuLi406dPr169+vvvvz906FBCQoI1T2qAL6N/KwZ44gM7DPJhHhhquBEQAAJ3RiC3r2NkLqpiTHski1QSDF+/mYBWLzvZ9d/flfln6MtVZw3rt+bw/qibN+NlmVORiDWZ6EjTVISNFWOWtq6YwXXw9TtrFjgLCAABg4C/6UE+jO+boes6Qojn+Rs3bly9ejUqKiotLc0+iouVuGL/dc+8PM+fGGM2IiSbPklRlLS0tKioqMuXL8fHxzscDvt3AN/a5PXZvxXzOuphbgNff5j04d5AAAgEQMD+Cxwb8XEj8CLLRJaoJFKRpy4HvXDWNXP6L21bfv78EwPavbp49rT90VfdDmeaKHlFyYuwZMx8rasYywjLWJNZGoxZMD7mHn8dWd1MswuQDxNAO8EhQOCRJOBveuDrvi8CG8xRVbNHBzD3s1A6G8iFEKJpmjXbke/5ts8YY8VcEEJWVJ5SyvM8O0qWZUEQWMKM7bxCiv6tWMgJD3w3+PoDRw43BAJA4PYI5PJ1DSGsyIogikhivs7R+Fi6a3v80P4rWzScUun54X27blm/IjIjjXo5p5dzcrxLRaJ5S2wIepavM003Td13flMfXyfZ/U1vr9pwNBAAAo8CAX/TA1/3bXfL19mfR1l0nOW6KIrCxN3KdbFbuHUh9r8Bsw8TtszemEIDZY3oK0kSU39VVWVzsWL21kUKKPi3YgEHP5Rd4OsPBTvcFAgAgdsikP27lGgEqVgSJI+XE3lel0Qjhf3cSXH+rOPN6n9cu+LwFg0+/3pGxMkjXqeDejinh3MKoofF13WKNGJkv1irRhRrzZrclKhEt/u6Ieu39Wv/tp4LDgYCQCDYCWT/dsr1L6VU0zRFUVJTU/ft29etW7cpU6aEh4c7HA7rea1ED5YYEkhw2Tq3qBUK6m9qqTab31QyF1EUWf9RURQxxsnJyefPn798+XJcXJzT6bQsXNd1luDO1JxlpRNCVFX1er1xcXEXL168efOm2+1m6TGqqmZlTGbnxLNmKZRXrtYzPxR6ygM+AHz9AQOH2wEBIHAXBHRNRwoWOMnp9no5XhN4ynvo3h3JowfveOm5AXUrj+nxnxVb16Zdj6JuF/XwLk5wywqPNZlSrOuGr2vmgDBM2TWi5Gg6UbPKOb6eJevg63fRZHAqECjmBPxND+LrOU3O6LB0F4QQs2rWkZSNAMOZy549ez7++OOpU6cuXbr07NmzTqeTXcLr9cbHx3s8HmbhVnje6XRevnx55cqV06ZNW7duXUREhHWAObOG8YOF4fPMks+pX3bJvxWz9xSVf8HXi0pLQD2AABAojIBOiUYUBfOclOnmPLyoeTw0NYn+uOhSj/dXVy498q1X5342/vCRX+XkG9Tl0jnRLSqc2dnUGCKG6Cr4emGMYT8QAAK3R8Df9MDXcwjafd2KkVtjv8iyzHFcSkrKvHnzGjdu3KpVq86dO0+cOHH79u1xcXFut5vjOIfDIYqipeOskJaWdvz48QkTJrRt23by5Ml79+41x+tFdlkHX89pBigBASAABB4gAZ0STGQJeXg5gxO9sqonpwjhx9ImjfmlzSvfVi876cP/rlu77GbkBerIoC63xkteBYuEqiwTxh5Z942vmzZvOj2b3DRr2HWWDAPx9QfYyHArIBBkBMDXCxrP0e7rLPvcirKrqoox5jguOjp65MiRf/3rX5988skXXnihZs2aoaGhmzZtunr1qsvlss6yK3tqaurhw4d79uxZtmzZnj17btiwwUqbYcrOko18Mo0K+FXu34pF7TWE+HpRaxGoDxAAAvkT0DGRBMXBK2m87FWwHhWTsn7tmZ6dlzSo8lXDqrPGDzt84iBNSqReD3V7sBFcJ4pOsU5RVs66rbOpMSyMlQ+jq7qOdGquOraGhQFfz78tYA8QAAIGAX/Tg/h6zptRqK+7XK6zZ88OHjz4b3/725Pm8vjjj9erD5K2+wAAIABJREFUV69Xr17Lli2LiIhg/m2XdYQQy4cZOHBguXLl+vTps3nzZlEUWY9V8PUc+lACAkAACDxwAjqlOtWRJnrFdI+Y7OJcmU7x9Jn47xce7RKyuFnd7zq+vXnh3NioKzQtxfB1TtBkLGpmcN0YyZF1My3U143kdfD1B966cEMgELQEwNcLiq+zLzQszp1npNzpdJ4+fXrw4MH/+te/qlWr1qhRo4YNG1arVq1WrVqdO3eeP3/+pUuXMjIyWE9T1mNVVVXm64MGDSpfvnzv3r03bdpkj6/fQU9e/1Ysai8kxNeLWotAfYAAEDB+w9tWQmn2qiua5BYyODnTzSnxCeL2rZGjhq1/o8WsVi8vGDf0xM6fXKlJlOepolJJISqRCUWEGh1Js3zdtHY22ro5MowxGgxbjfi6YepYp1r2yvqbEt2oDixAAAgAgTwI+JsexNd9MVlDxFgp7Cxerqqqw+GIiIgYPnx4qVKl3n///QkTJsybN+/NN9/8y1/+8uc//7lZs2Zz5869cOECm/9IVVVBEGRZTktLCw8P79u3b4UKFXr06LF+/XqWXWMF1wPPhPGta1H9DL5eVFsG6gUEHl0CTNazHZ1q1Fp1WZNcfKZCREmhly+KX8881qzRpOoVRr7e9Nsl3yWeO0U5LoubqhGsK4QizexmmsvXc9Jgsh2dmbr507ybdXM2UxL4+qP7NsKTA4GCCYCvFxJft0Ls/vF1WZYzMzMjIiJGjBhRqlSpjh07zp8/PyIiYvHixd27d2/QoEH16tUbNWo0adKk3bt3JyQkcBzHepGmp6cfPXq0V69eZcuW7dq165o1a+z9TW+rp2nBrVt09oKvF522gJoAASBgRdaZLzNTx5SyFVFd1lWP5OFkPjlF+2V74vABP1d6YWij2lN7df1p51Yu+hrlhCyKiGCsK0zW/Yddtw3daGW/sD6mWk403wrrZ4X7oX2AABAAAr4EwNdvz9dZCJz9lGU5IyPD7uvLly9HCEVHR2/YsGHQoEENGzb885//3Lx587Fjx+7evTsuLo4F2jMzMy1f79Kly9q1a1nCTH6ZMAX0NPVtz6L6GXy9qLYM1AsIPKIE7MF1P1+nKtVFjJ0e8coV97ffHAl5Z0GJJz5o02L21IknzpykycmUE41gPKUU6YavG2vuOZJydzO1Z6uDrz+irxw8NhC4GwLg64H6OhuF3VJqTdOsfBgrvr58+XJVVUVRjIuL27BhQ2hoaJ06dWrUqNG8efNRo0Zt2rQpLi5OEASn03nq1KkBAwZUrly5V69eP/30E4viW8PC+LfK3bRxUTgXfL0otALUAQgAAYtAwb6umXnt6Q50+PCNYUNWNK434am/d+racenyHxJv3aRejnpFKhMWj9cwVQP39bzC6lZWDKuUVUcoAAEgAASyCPibIeSv+74cLH/dyim3Chhjp9N58eJFy9eXLVvGcZyqqm63OyIiYt26dRMmTHj//febNm3arFmz/v37L1u27OrVq7du3QoPD+/fv3/FihU//PDDzZs3W1k37OL+reJbp2D7DL4ebC0G9QUCxZxAwb6OTa2+Hids3hTRueOsejVHVa4wYNTwnXt2CR4PlRTqFqiAsEI0TDHWVSO4Hlh8HXy9mL9Y8HhA4P4Q8DdD8HVf0vn5uqZpbrf74sWLw4cPL1myZMeOHX/44Yf09HTeXNLT02NjY8+cOTN//vyOHTs+/fTTFSpUCAkJ2bhx47lz5w4cONCrV69y5cp98MEH69atQwjlmbZuNY9vnYLtM/h6sLUY1BcIFHMC+fk6ohRRqmpUlOnpU475X+9v3WpCg9qj2rSa9vWcU2fOUFmhMqYuXvfKsogUpCOkK4jImMj2zqb55cPk7+sQXC/mrxw8HhC4GwKWENoLlFJN0xRFSU1N3bdvX7du3aZMmRIeHu5wOKx7WYkhVriZXcE6IIgKjxVa1/yUnef5qKio0NDQxx9/vFu3buvXr+c4TpIknuc9Ho/L5crMzLx06dK6det69Ojx8ssvV6xY8Z133hk2bNjXX3/doUOHihUrdu/efdWqVS6XS5ZlH5Q+TVJoJYvyAeDrRbl1oG5A4BEgwGw4x4kL8HVFpx6eJt2im9ZfG9R/WaUKPevWHNan17IN66/HxFJBpoJKXYLmVSQRySpREblLX/et2yPQHPCIQAAI3B4BuxNaZfD1PCD6KzullOf5q1ev9u/f///+7/8++OCDTZs2cRyn2BZVVSVJio+PX7t2bf/+/WvWrPniiy/Wrl27W7duDRo0YPObrl+/nud51hUV8mHyQA+bgAAQAAJ3S8Dy86wxE63PJHsYRzY4jNnTlKam04jzePbnx9q2nlbqmY7Nm4z/8osDhw65k1MpJ1FOoW4JcaooYlk1Zf3u4uusLnf7hHA+EAACxZiA5ej2Avh6Hi2ep697PJ4TJ0707NnzT3/6U+fOnVetWpWamqqqKjufTWUqy7KiKA6HY8+ePWPGjKlTp84zzzxTsWLFv//9748//vhHH320Z88edjzE1/PgDpuAABAAAveAgJ47EUXXqbESY80adh2bmTCKrvMqjYsnYbszh/TdWqvK0HKle3TttODnnSmRV2mmi3ol6pWpV0EClmWi3CNfvwdPCJcAAkCgGBOwa7pVBl/Po8UZHUupCSGUUo7jTpw4MXTo0HLlyvXo0WPVqlVer9cWXjeKkiQJgsBxXFRU1K5duz799NOQkJDKlSs/8cQTTz311MCBA8PCwtj9imtwnVIK+TB5vFKwCQgAgQdEwJL1nDmRzLlFCaGEUF3LHnld1amIdY9Iz571zP0qvP0bi6uUG9qq6dRPp4RdvEiTUqhHoB7R8HUeaaKmKkQ182Hku46vPyAQcBsgAASClIDl6PYC+HoerWkHxMqUUkEQIiIiZs2a1b59+/8fO9+2bRvGWJZlp7lIkkQpFUWRfXQ4HGlpaZcuXVq6dOlbb71VrVq1WrVqTZw48dChQ+x+ed4ij6oE4Sbw9SBsNKgyECg2BJivW1pu9CnVKdYpJlQjlGBdNz5TqhDKKyTTre/be7Nvz7WNasys8uKo3t3XrF0Vn5FhzJEkqNQtUq9CBaxLRFMIBl8vNm8JPAgQKMoE/BURxofxba88Gem6jhASRdHj8Vy8ePGXX36JiIhITk6WJElRFNVcMMaEEFmWOY5zOp0ej0cURa/XGx0dvX379jlz5nzyySfbt2+PjY1lt/S/kW9VgvYz+HrQNh1UHAgUAwKWr2eN/kKpQqmqm9ZOKEFEVzWKCJUQ9Qgk4Yb808bYD/6zukHlr2tXnDx+1L4Dv3p1nSqY8ir1yIRTiajpMiEK0e7a1yF5vRi8YPAIQOC+E/BXRPB1X+iMEZsvCSGkqirGWNd1jDFCSNd1nufT09MVRdE0TZIkdgDbq6oqS4nxer2CILB5TAVBSEpKOn/+/NGjR+Pi4niet9+SEMLmT9U0Nn2efWewlsHXg7XloN5AoDgQYL6elaBOqWyuim4oO9apjrAxSiMvUI6nmZn6yfDkb2Yea/PK/JerLHzr1f99P//ylUvGb2OVUF5VjW6mSJU1qmhUJUQlCJE7zodhsp7VBTZf0tZR4Pb5MoIdQKCYEwBfL3x+U0opc2hFUViAnCW6sFeDEIIQUhQFmYuiKHLuRVVVdgDLaxdFkY32KElSnkauaZosy8z72ZenYvAOgq8Xg0aERwACQUtAN/uUYkpV09QlSkWzoFLD1ylClOf0tFQ1M40m3dDWrzrTt/uKck+PebXm6mG9fzu4l09NMfJmZIwF5BSxU9YkVaMqNoZpRwTfqa8HZt8+sh7YSUHbUlBxIAAE8iYAvh6QrzN4six7vV6e55l9+si0LMuiKOZ2deMTS4+xOqGyLYQQFnpn/VbZ9UVRRAjZt+TdaEG4FXw9CBsNqgwEig0B5uvITIORKBUo5SmVzI+Y6hQpVPBSVwZNu0V/vyTMmbH7/be+q1Lq005tDs6bHnv5LHW7qGrMh+SRtCSZpCoajzSKsLlqd+PrARDO09cLi8gHcF04BAgAgWAiAL4eqK+rqnrz5s3IyMj4+PjMzEwWULe7NQuc5+nrlqyzAgurY4wFc0EIUUqTkpKuXr2ampoqimIwvUGB1RV8PTBOcBQQAAL3g0B+vq5Squk6VSXD1zknvXmdHjuQMmLAslaNPq330rQRvc7vWCckJ1BJpJKsysgtaykKSVc1wZB19FB93e7x94MZXBMIAIGiRAB8PSBf53n++vXrK1eunDx58qJFi44cOeL1eiVzcZmLx+NhGSws9cVu7T6yzsLtmqaxRBqn03n9+vXTp0+vWbPm+++///XXX3///XeXy8Wu7xPCL0pvzu3VBXz99njB0UAACNxLAr6+rlNep5LR31QnukZlgfJuw9evXpA3rLj477c+q10xtGntGbMmX790isqcMeKjIIiS4la0NKQ7MJEwphhRjCm63/F1SqldzQso30ticC0gAASKFgHw9YB8XVVVt9u9YMGCkJCQrl27jh8/ftWqVXv37j116tSlS5cSEhIcDofH4xEEgWW5FOzrPM9nZGRcv379zJkzW7du/e6778aPHx8aGjpu3Lj169dfuHDB7XbzPK8oCvh60frPBWoDBIBAUBLI8XVT03mdcoRKREfGAOzYiK/zLpp+ix7Yk/zFlF8a1w6tUX7Af9t9v2pR+q1YSlRjqiVBEGTFrWoZWHdhTX6gvu7DPD9l9zkMPgIBIFCMCICvB+TrrMVXrlz52muvVTOXl19+uVevXl9++eXmzZvPnTuXmpqalJSUlpbGcRxvLizXRcxeBEFg2zmOS0lJuXDhwubNm2fMmNG1a9dXXnmlfPnyLVq06N+//8qVKy9duqSqqj3Tphi8bxBfLwaNCI8ABIKWQJav68YA6xLRRaILxsguGiEaJYhqCuUcNDaSrlp8vlenbys+161u5YHjh+0I2+F1plIdUaJRUeQV1YM0ByZu09d1M76uYyO+rmCiYM131Yg5fgxRiY50Heu6phtTM5Hs9Y6S0POT9Tu6WNA2KFQcCDxyBMDXb8PXz58/v2zZssmTJ3fp0qVBgwaNGjVq1qxZ27ZtBw8ePHfu3IULF/7444/r16/funXr7t27Dx06dPLkyQsXLhw/fvy3337bsWPHmjVrFi1aNHfu3EmTJn300Uf//e9/27Vr17x582bNmr3++uujRo1auXJlRESEy+Uqfq8h+Hrxa1N4IiAQPAQMXzdHW1eJrmhENlZNM4RbpVihWKKZyTT8oGfquG1N646sXq7Pe20+WzI//PxJUXBTzcx7kWRBQV5E3Jh4jXwYzRjXF2sa1hDW1DxX09cRMYZ3v31fL8DL89wVPI0BNQUCQOAOCICvB+TrbIxFlmt+8ODBb7/9tlevXm+++WbdunXLly9fp06dNm3ahISEdOvWrWfPnv369Rs6dOj48eM//fTTL7/8cvLkyaNGjRo4cOAHH3zQoUOHN954o0mTJlWrVm3YsGHr1q1DQkL69+8/derUTZs2RUREeDyeO2jFon8K+HrRbyOoIRAovgR03ehXinQjAcbUa4wwMoaFQTJFEpW9NDGKbl17vXeXRRVK9mhae8zQvkt3b4+KixYV0XB6s2OSoGLelHXO9HXVUHZD1vP3dc2UdYKIMYOqEVwPNL6ep5H7bCy+rQVPBgSAgD8B8PXCfV3XdSMSYy6yLDscjtjY2FOnTq1bt27KlCnt2rWrVq3aM888U7p06RdeeOF5c3nuuedKlSpVsmTJEiVKPG0uJUuWLFOmTIUKFSpXrlyzZs1GjRp17tx56tSpGzduPHnyZGJiYlJSktPpLGZpMNYLB75uoYACEAACD5yArlOi65joSNOQOdOdhlRD1lWJqgJ1p9EL4eq3Xx177/XPX3iye8e28775IuxseHJqMqcqVFU1FSkqEpEmYMJjIpi+ruQZU7dv1Axfx2y9PV8vtI/pAycINwQCQODhEgBfL9zXibnYu36Kopienh4bGxseHr5u3brPP/98wIAB3bt379ChQ6tWrZo1a/byyy/XqVOnevXqlSpVqlatWp06dZo0aWLF4IcMGfL555+vWLFi//79MTExTqeTzcQkSZL9LsZvbNvycF+Uu7w7+PpdAoTTgQAQuAsClq8bCSwIYaQSpJiyLhrB9birdMeG+MG9VrSoP6F62dDRA3Zs33DtRrzg5TwIq6oqqaqEsIQ1SSOiRiQzo0bRiJp7Nb4M5FrNyDr4+l00HJwKBIBAFgGbD+YUKaWapimKkpqaum/fvm7duk2ZMiU8PNzhcFjgtOyF2SwhhJ1vHRBEhccKrmueDybLMjtL07SUlJSzZ8/u3LlzyZIl06dPnzx58pgxY4YMGdK3b9+ePXv2799/xIgREydO/OqrrxYuXLhixYo9e/ZERUWlpKR4vV4jBdKM37PpURFCLJCPMWZjPlpkfVS+4DoXtb3g60WtRaA+QOCRImDG1410FE3TENJUVVdlqohU4anopmeOcvO+PPJ644l1Kw5/tc5n335x8Xw4J3AUERcmnIK8qipgbGS9E13JWq2+pFkFlvqSFU23wupW4bbj649U88DDAgEgUBiBHEm3lcDX88ZGCGHfUljByl2RJCk9Pf3mzZuxsbGRkZGXL1+OiIg4e/bsaXOJiIiIjIy8du1adHR0bGxsfHx8cnIyx3GyLDM7Z0O2S5KUPZZM1r/McYNa0y2O4OsWCigAASDwwAmw+Lqm68bvcEXGikwUKdvXXfTg7owJw7eXL9Gj+guD//Pmoo3LkuOuUUkkiKRj4kLYi7CkEf+Auj2+jjSCNIL91zuMrz9wRnBDIAAEijIBm6XnFMHX824yjDGb1pRNUGrpu5XdrigKG89RkiRFUdhh1rV0XWd5L7IsW66vaRobsp1Nj2opuyAIkiSx6Lt1heAtgK8Hb9tBzYFA8BDw6ZJp/0jMLqcEY00SkSwZ8XVNpYKHJsXT5f+L6Pbe4mf/2rVx9XGjB2w7uMubnkRVhSLiQYRHRMRE0XQfI2cfrZ95mLpGNE03VqJrxt3NNXswR2KbBil4AENNgQAQeEgEciTdVgJfz7c17NFuQoiiKF6vV1VVdoIsy0lJSenp6V6v10fWKaWEEFEUnU6n2+229uq6rqqqpmmSJAmCYEXc2eSpGGPL7POtUzDsAF8PhlaCOgKBoCZgt3OfctaQ57pOENIEXpFFHZu/tp0Z9OThjGF91zSoNOmFf/bv+NZ3i785f+WsxruohqmmqzhrRVjHmGjZ+S6aWS7kp6YTwtacMdetwdetAqtqUJOHygMBIHDfCdgsPacIvh4QdybZTqcz01wyMjKSkpKspJcbN24kJSWlpKSkpqampKQkJSXdvHkzMTExLi4uJiYmOjo6PT1dEIT09PTMzExRFFk+jNfrZakyrAasTQKqTdE+CHy9aLcP1A4IFAMCui10bdlwroKuE4yIJGBVzhp5PeZaxsZV57q2/65uualNqn0xqv/2nzclxkdRiaOaxkLiuqYTFibHOsHEGGXGXLNHfrFS1P0KxolU16hOKNELUfZiwB8eAQgAgftIIEfSbSXw9YCIa5omCEJycvKlS5cOHDiwe/funeayY8eObdu2bdmy5aefftq0adPmzZt/Mpdt27bt2LFj586dW7ZsWbVq1bZt28LCwnbt2nXw4MErV64kJiampaUlJyc7HA5JkgKqQfAcBL4ePG0FNQUCQUogEF/XNWwkuhhTICnU46RHD0Z/8cmWN5p+UrfCpI5vLp33+akzR4X0W8bQMdm+Tk3nNs3bGBKSmqsxW2nulRg2n3sFXw/SNwmqDQSKIAGbpecUwdcDbSlBEK5cufL999937979tddea9q0aWtzee2111q2bNmiRYvmzZu/+uqrLczltddea926dRtzad26datWrV599dXGjRu3b99+7NixP/zww2+//RYVFeVwODDGXnMpHskwlFLw9UBfKTgOCACBOySQr6+bmetsuiIzpdHMQMEyvZWA1q082jVkeu2K/etVHDey789b19y4GUuNOU1VSrLi61lZ5zkZ6FYqeq5C9nxI1kAwxtxIWSvE1++wSeE0IAAEsgnkSLqtBL6ejafAf3Vd93g8ERERX331VcuWLStWrPjss88+/fTTJUqUKFmyJJs+qVy5cuXN5cUXX2SzKZU0lzJlypQvX75ChQolS5asUKFC06ZN33///ZEjRy5ZsuTQoUOJiYkZGRmCINjT5QusS1HfCb5e1FsI6gcEgp6Ar69n6bTR3dNKYCHWU2KZRl8RvvlqR+PafWq/1Petpl/O+ezkkX0eZwpVBEpwbl/PpebZXUd9NlIWic/RdPB1izYUgAAQuEsCNkvPKYKvB0RVUZTMzMwrV6588803bdu2bdSoUdmyZf/4xz/+9a9/ffrpp1988cWqVavWq1evQYMG9evXr1mzZvny5Z999tl//OMff//735966qkaNWo0b968Ro0aZcuWfeaZZ5544onnnnuuTZs2kydP3r17d1paWkCVCJKDwNeDpKGgmkAgeAnk8nXDpXXNSik3pjXVVIw16/GQSC+c8k4Yufb5J9s1qTO0/wfL1/8Ye/E08mQa4zwanU1JPl7uo+n2j9kBdcvUWYFQXad5d4E1c+59dulWJaEABIAAEGAEciTdVgJfD+j1kGWZjd54/Pjx2bNnd+7cuWHDhi+++OLrr78+aNCg2bNnL1myZMWKFRs3bty0adPKlStnzpw5dOjQ9u3bN27cuGrVqm+99dbQoUO//fbb+fPnf/zxxyEhIfXr1y9XrlyHDh0WLlx448aNgCoRJAeBrwdJQ0E1gUDwEsjxdUvWjTHRs0xdxdjwdZ0ZO6IpiXTtjxE9On77/JMd3nh1wifjdpw+KiUlUM5FZZEidEe+ztzdz9rz8vWc2oKyB+87BzUHAg+MgM3Sc4rg6wHxVxSFjeQYExOzcuXKHj16tGnTJiQkZNq0aT///HNUVFRqaiob25HneYfDceXKlT179ixYsGDw4MGvvPJKhw4dJk6cePz48WvXroWHhy9cuPDDDz8sU6ZMgwYNhg8ffvr06WIz+Drkrwf0PsFBQAAI3BWBHAM2Ius6zpJ1rCKsIGSuKtaQkbbiSqenj3qnjtvZtsWX5Ut17/Lv2YvmHU2MNXqgChyVJKqqpq/7mXdW4NweU8+znPtE09d9no3F1HMNX2Mb34bt9TkFPgIBIPDoEsiRdFsJfD2gF4IQwvLLjx07Nm7cuFdeeeWdd95ZtWrV6dOn09LSWFdRQgjGGCGkaZosy263+8aNGxs3bnzjjTeaN2/esWPHzZs3JyQkEELi4uLWr1//5ptv1q1bt0WLFosXL46KikIIBVSVIn8QxNeLfBNBBYFAsBOwskqMqZGIEVlXsKYgLKtIUlVJUSVFQcZIjjK9fJ5bsfhc9/8sfLX+jAbVR44KXbt1U2TSTcp5qSRSSaYKYt1MiWbksfusZoZ6nppubSzc16k5X1J+vs5mUwr2FoH6AwEgcM8I2Cw9pwi+HihfVVXT09OXLl36zjvvtGrVatiwYRcvXkxPT1cUhV2CyTo2F0VRBEHweDzHjx8fOXLkm2++2aJFizlz5pw/f55SyvP8sWPH+vbt+/LLL1etWnXWrFkXL160ZmIKtEJF9Tjw9aLaMlAvIFD8CBCdYqIrGpGxJiIsqEhQVEFWRFlGsmSku+zeGT1m6NrGtT9uUuuL/7636H/fhIcfS0tOohxHFdWQdRVTrFM/U7eLu9WvNK8093vj69Y3EP9C8Ws1eCIgAAQKIpAj6bYS+HpByOz7OI47f/782LFjK1Wq9O9///t///ufx+Nhdi7LsiAIPM+ztBlm6k6n0+PxXL16dfny5Z06dapdu/bw4cP37t1LKVUU5fLly1OnTm3VqlXp0qU///zziIgI8HU7bSgDASAABAIgQHSKCJWJLmKNV7FXQV5Z5SSFF2WV56nHTZcsPPzOG5+V+mfPJjXnTh5zZO/P6ddjcVKy6uGM4dWRuWJjtiNjEPZ8Vsvd8wq33wNfzy/0DqkyAbwCcAgQKHYEbJaeUwRfD7SdJUm6cuXK/x+H8fnnn+/UqdOKFStUVSWEKIrC87zH43G73czXXS6Xw+FwuVwY46SkpJ9++qlbt27VqlXr37//jh07KKWCIERGRn7//ffvv/9+6dKlp06deurUKStOH2iFiupxEF8vqi0D9QICxY8A0alKqKjpvIrdsuqQFKcouwWZE2WUlqZdihCmTNjWpN64Mk/3f/e11UsXJF44q6em0fhEZ6ZLRjpFOsVUN0d0xBq1r/7uzqzdT9nvo6+zVBkYQ6b4vbfwRECgIAI5km4rga8XhMy+T5Zl5uulSpX6z3/+s2zZMp7nVVUVRZFNeCQIAgu3e71et9vt9XoJITdv3ly1alVISEjFihX79ev3888/U0pFUYyKitq4cWP37t2fe+65SZMmnThxAnzdThvKQAAIAIGCCGSFnnWdKjrlNeqV1AxeSuHldE5ycKJHkun1GG3rxqQ+3bbWrDihUplRH3Xdvu8XMSGeejialOZ2cpKqU0QJMkZ0xBpFuVe7u7OyZubM5Pb13LKuUT2v/qaF5q/nF18HXy/oFYB9QKC4ErBZek4RfD3Q5pYk6eLFi6NHj37xxRfffvvt2bNn37x50+12cxzn9XolSbIuRAhBCMmyLEnShQsXPv300+bNm7/wwgtDhgz57bffKKUIofj4+J07d3744YclSpSYMGEC+LpFDwpAAAgAgUIIWDnexkjnik69hLp5OdnNJ3qEJDef7uFdikojzmozJke802J71Rem168+fcLog5GXaEYmlTAVMZGJphhzm2KVImysqn3N7e7IDL3bfN1P061R2MHXC2k72A0EgEBhBHIk3VYCXy8MW/Z+SZJiYmJmzpzZuHHj+vXrd+3adePGjeHh4fHx8RzHsSFiMMaKohBCRFFUvWQNAAAgAElEQVRMT0+PjIxcsWLFe++9V6NGjdq1a8+ePZv1N5Uk6fLlyzNmzGjbtm3FihXnz58fHR0N48Nkk4Z/gQAQAAIFEsjl67JO3YQ6BDXJLcQ7uUSnN8XpyUxLU8N+8YT2Ot2q7v7aLy1s/+aKBfMupaRQr0BlQmUdyxQpVFXMTqdmv1MZURlRBZurRlVztQfdcU58HXy9wPaBnUAACNwNAZul5xTB1wNCSgiRJCk1NXXt2rXdunWrXLlyrVq1Bg0atGDBgrCwsLi4OKfTyXFcampqUlKS0+lMTEw8c+bMmjVrQkNDK1SoUKVKlXfeeWfbtm2JiYk8zzudzmPHjnXp0qVhw4ZNmjTZsGFDZmampuXMxhdQnYrqQZC/XlRbBuoFBIoLgdy+Tg1fd8o4zSvdzPTcdLgz0jPdkVccyxdfC3nrpybVf2pad8nwgb/u2JYmilRCzNeRbMi64esKlVVjlVRzJ/N1nOXrzNpVM9yOzd6otiz2vKwd4uvF5SWD5wACD41AjqTbSuDrAbUHC5yLonj27Nlvv/22efPmpUuXrlmz5nvvvTds2LBZs2YtW7Zs06ZNO3fu3Lt3b1hY2Jo1a6ZPn96xY8c6deo888wzr7/++rRp065du8ZxXHp6enx8/Pbt29u0adOoUaP3339/586d4OsBNQMcBASAABBg2eDZ+euUSpS6dOoi1C3hjEx3cqbLk5zK//Zr9KSPd9d8aXqdl5a2f2P90kWJly4aWeqKZowmI1PV7usKlRQq5vZ1K9CumCdZyp57rBg/ZQdfhzcUCACBuyRgs/ScIvh64VR1XWdjqxNC0tLSTpw4MWbMmFatWlWqVKl69er169dv2bLle++917179379+g0xlx49erRt27ZGjRpVq1Zt2bLlxIkT9+7dm56ejhCSJCk5OXn//v2DBg3q16/fjBkzTp06xTqnFl6VYDgC4uvB0EpQRyAQzARyxdcNX6fUTamAqTfDlZ7pEm8lKevXnevba2WZEiOa1lsxbMChwwdoaqoRMzd8XScyVWQjsp4VXy/A17FxBlvtWezESlj3KYCvB/OLBXUHAkWCQI6k20rg64W3ja7rmqaxDHU2usvBgwenT5/esmXL0qVLP5a9/OMf//i7uTzxxBNPPfVUiRIlSpUq1bJly5kzZx49etTpdLpcLpb0ghCKjY3dunXr9u3bjx8/npqaijFm86cWXpsifwT4epFvIqggEAhyArl8XabUQylPjbmMcIbD63DoiQl04XfHOnb49vmnB77f7qeF8+NvJlJZobxMRUwlHUnmxKamrzNllxQqqFRERmdU2Vyz4uvZvm7F19k4j+DrQf4KQfWBQBEmYLP0nCL4euEtxnydKbumaYqi3Lp16/jx4z/88MOMGTOGDRvWqVOnt99+u3Xr1q+99tobb7zRsWPHPn36jBw5cuzYsd9999358+dTUlJkWWZdUSmlhBCv15uYmHjjxo309HRZlouNrFNKwdcLf6XgCCAABO6SQE4+jEIpp1MJaYqiaqpKo6OkLZuu9ev1w6tNJteqMm74oAM7t7kzM4yhZCilqpFAI0tUkA2BRwrFZpdTSaW8SgWbr8vZieyKre8pS2EvaKAYiK/fZcPC6UAACORIuq0Evl7Ii8FYaZrGxlZnPxFCXq83ISHhypUrJ06c2LJly6JFiz7//PPp06fPnDnzhx9+2Lp164EDBw4fPhwZGcmmVSLmYpEv5K7BvBt8PZhbD+oOBIKEQI6vq5QKOkWiZExoilR69FD6pxN3tWg8pU61EW1fnz3nqwunT2oeLuu5MKUiFSQj1C6bsk4UqpqdTXlk+LoRfzdXy9ftA8WArwfJ6wHVBALBTMByRXsBfL2QJtV1nRDi4+sYY5bZwoZaVxQlMzMzOjo6NjY2Pj4+OTnZ4XBwHMfzPIuds4swZbf/tLeEVS6kQoHtvuOrWSfaC/ndM89jwNfzwwXbgQAQuGcEcnwdUSrplKgq9Xpoyi26dsWVHp2WVi47tH7NscOHbN20/mZ0NOVEqlFKjPg6lignUc70dU2hRDUkXzaD65av21NiLF+3Zk2C+Po9a0a4EBAAAv4E7HJllcHX/UHl2mL5umYuLL6umos9qZ1SKgiCKIqyLCOErGR3dq38fJ0QYrWEVch1+zv9YF2tgILPte1H+nyp8DnS+mg9lz2fh6X9sLHqQ0NDR48eHRUVZZ0CBSAABIDAvSOgU4opVdgFOQ+9dF764tNfmzeYVrbEkNavfrn4f1dOhasZmUY4XdKopGtmMozX9HVJpljWNcXwdYUlr+eVDwO+fu+aC64EBIBAAATsPmaVwdcLJ+ev7LIs8zzvdru9Xq8oiuwSyFwwxnZZt0AHXii8QgEcEeDtrCv5HG/3dfvjWMcbI6qZf3mwjrR2Wb4+a9asoUOHjhkzJjo62toLBSAABIDAPSVAKEXsgl4X/XV38sBea8o/O+zFZ0Z2+8/yIwfkpCRj5lJBpV5FccucQDiJZvu6rso6VnSkGikxbL4kFlm3kmGU7IHY2eAwkA9zT5sOLgYEgEBeBHyUjH0EX88LVe5tlpiyELumaaqqSpIkCIIkSaqqWodbZm9ZbJ4R9DxbwtpoXe2OC1aFC727dQvr7qzm1pP6/A3Bfnx+x4CvW5SgAASAwP0joOtG1MC8vsY6k96Io4vmnf5Pu4UVSo5tXHPuhFH7Y6Kox0sRoZxCXSLnEBwc9kjUKxv5MJKc4+uGsiOqWPObWp1N74Wvs9wdYubj3O7PrLyf+4cRrgwEgEBRI2Apmb0Avl54M9n118plRwipquoTTfePOhdqzPbGYOXCK0QpS8uxR77ZCPGsSkyy7d8Z7GX7Ha17sY12Wbd61iKE2GNax1i7WMHK5mdXA1+3qEIBCACB+0eAEKoRNi20Ye2KQM+dwB8P/6Vlwy/Klxjd6Z31P/zvWma6MW2pSqhXQk7Bnclncshj5q+b48PoqqJjMx8GIYqQEYhnQ7RbY8KwYRwRMZwfGzc0VlLganyPoHmsAZq6/7n3DyFcGQgAgSJKwK5qrMxGF1QUJTU1dd++fd26dfvkk0/Cw8MdDof1DMxR7RKYHdSwDgmawmN3UFPLU/2tt9Cr+RP32VLoFfwP0HVdMBeEsv4KzLa43W6Hw8HzvKIo9tayV5uVfepgf0Aras6+ACiKIkmSKIrsmuxvCyxTX1EUlgLEhN6qJ/i6hQIKQAAI3D8CWKMqzvodSClNT6K/bHZ1D1ld/cVxL/xr2KSR4Yd/lTiOSoiKSHcLvJN3OgUnjzhJFyRdlHXF7GmKVYoRxdhYkWZ4uWquzNGZpuOAZZ3oRqdWH+cO0NT9T2R/Pbh/COHKQAAIBBMBQoiqqmlpaWFhYR988MEnn3xy8uRJp9NpPYMVX7Y0z9oVdIU793WLAguZB/7kFrU8C4Ffxx68Z+PVqKoqy7IoijzPs66uiqKoqooQsrQ7T3HPsyZWcN0KnyOEFHPBGLMUIEmSmLizW7N7MWu3vsOBr99Wm8LBQAAI3BkBZIyLznwd8RwNP8x9MyPy7eaLG1aZ8Wq9uYvmxl06RwWRikjhFcEtuN2iy6t4BSxIRJKIbPm6Kesapho2Iuh2X2eabv0sPLiuU+brgQu6z5Eg6Hf2LsBZQOCRIAC+Xkgz+9ttISf47fa/grXF79iCNmiaJooixpiaKTEejychISE+Pv7WrVsej8cKt7MkJ5amwnzdR9+tu9sLzNdZWJ0pOBsGh0m5x+NJMpfMzEx2DJsBih2DELJ8XVVVXddjYmKgv2lBbQn7gAAQuDsCRjDcTIdBmpYYL6/84cLAHlterj799Zfn9u26bcd6b3wMFSXKK5JH5NyCxytxIpYkTZaIIhFF0VWVZgXXkSHrhq+b8XX/yHqg8XXw9btrUjgbCACBggiArxdEx9pnV1tr4wMuEEJYggqbrenUqVPbtm3bu3fv8ePHIyMjU1NTrYx2XdeZr1sWbum7PeJuPRQ7jBBi+bqqqiy47vV6r1+/fvTo0U3msm/fvqioqIyMDObr7Bh/X4+NjZ09e/awYcPGjBkTExPzgEHB7YAAECjGBHTdyCJHmvGTUupyo9PhKeNHbmjR8LPyzw7+9xuLvp5+6cwRmplKZZlykujivW7ByyuCpCkyUWWCFHNVdazqGjLzYVhKjM3XrbC6VYD4ejF+p+DRgEAQEABfD7SRLLsN9IR7fZyiKOnp6ZGRkfv371+yZMnkyZN79eo1aNCgsWPHTps2bfny5ceOHUtNTbW6gbJ+omxSJ2tjIL5uybqiKElJSTt37vziiy96m8v48ePXrl175coV2VyYr7OYOntcFv6/fv36nDlzhg8fPm7cuNjY2HtNAq4HBIDAo0tAI1RFBGuUDQ+TfAvt+TmmR6dvqpcbUun5wQN6bNy+znX1As1MM+LrHlFw8V6vJAiqLGtIIdi+qrpmrNkp7Nm+bjm6vQC+/ui+cvDkQKAoEABfLwqtEFAdPB7PhQsXVq5cOWLEiObNm5csWfKxxx77wx/+8Je//OWJJ55o1KjR4MGDt2zZEhcXJ4oi6wbK0u5Z31Cm7IX6uiXrzMivXr36ySeftGrV6qmnnnrmmWfq1q07cODAvXv3sr2WtVuhfTbza3x8/Ny5c0eMGPHxxx9fv349oMeDg4AAEAACARDAmi7JCGtmx05Cr0fRDauuvNPms5ee692k9vjPJx86d5xGXaJJN6mXox6B8wicoMgSUn18XSUa0tnK+pta+TB2TWflwmWdmMnrZn9Tn6z0AD/C0I0BtD0cAgQeYQLg60W08TVNY3nkLPuc5/lz585NmzatY8eODRs2fOWVV1577bX27duHhIS8++67TZo0qVu3br169fr167d8+fLr168LgsAejBDCxom3stit7BfrLwZWb1qe5zMyMlJTUz0eD6X00qVLS5Ys6dChQ9WqVZ988sm//e1v1apVGzFixP79+y1fZz1QLYjg6xYKKAABIHA/COjmSOZGF3xiDON4KMwzdtimelUHVyrTu0fHRWuWXkuIppkp1OOmHE+9Is9JgqQqCkaKho3VDLGrBPv4upaTv24N3cg03fpZ8EiORmfTwnzdZ+gYn4/3gxZcEwgAgWJCAHy9iDYkG5KFDdLC83x0dPSqVatat25duXLlihUrduzYcdKkSUuXLl2+fPmCBQtGjBjRunXrUqVK1atXr3///keOHMnMzGQPRggRRVFVVUvTrYK/r3u93tTU1OTkZIfDoSjK+vXr+/Tp06hRo5deeql06dKPP/54lSpVRo8efeDAASuybp8xilLKur1a+TBjx46F/PUi+oZBtYBA0BIwlF2nskhTb9LVSxLfazO7YumP6lcbOvXjX/bvyXCmUVmgikw5XuNEQZAlGamqhlXm66ayqwQjomGiYV3DOjZl3R5fDyig7jMQe8C+HrTcoeJAAAg8PALg6w+PfYF3ZmM1UkpFUUxISNiwYcOAAQNeeOGF+vXr9+rVa/Xq1RcuXEhNTU1LS4uPj9+/f//UqVObNGnywgsvNGvWbO3atTExMSxHhRDCBmW3NN0q+Ps6S4YhhLjd7t9//3306NGNGzdu2bJlixYtXn755bJly9auXXvw4MH79u2zxodhAXX2KLqus1Sca9euffnll4MGDRoxYsTVq1etB7WGkbG2QAEIAAEgcFsEEMa8KHo4OfkmPX1U+3zihVdqf9Kg2qiQt2ct+e702XDe46SSQCWJcjwSJFFSZAUhFSPT140ouxlcz9PXbyP7xUfWA8uHgREbb6up4WAgAARyCICv57AoUiVrHiKO4yIiIiZPnty8efOnn366Xbt23333XUREhNPpFASBDeqSlJS0adOmjz76qHLlylWqVBk/fvzBgwcVRWGjtguCUGh8naXEMAKapl27dm358uXt27evU6fORx991Lt37/bt21erVq1evXpW/rqiKKx3qZ2bLMuapkVHR8+cOTM0NHT06NFRUVH2A6AMBIAAELgdAj5JIzrWsChJDhf3+xVp/Y8J/brsrfz8qNavfD56yKY922/F/K7zHspzlOcpJ6giC65jpGJspMSYWTEB+HohqS/+sg6+fjttCscCASBw2wTA128b2QM+weVyHTlypHPnzs8//3yJEiUGDBhw+PBhh8OhqqrT6WQRa4zxuXPn5s6d27Rp0zJlyrz11ls//vij1+tlewvOh2EzQLFYO3s0j8eza9euXr16NWjQoHHjxnPmzPnqq6/69OlTr169+vXr2+Pr9uA6Oxfy1x/w6wG3AwLFnQDzdavXpk4owQRnOjynjmdMn3j0zcarSz0+uNM7ixfMOXXpHE5PpgJPPR7N41V5UZFURcUYmckwRojdjLKrmrEFaT75MJo5RKSWp4sHsjGwfJji3lzwfEAACNwfAuDr94frvbtqYmLizp0727Vr9/zzz9eqVevLL79MTExkl7fnjl+/fn3Tpk1t27YtUaJE+fLlJ02aFBUVxXEcxtje39RKhmGaznq1WspOKSWEnD179rPPPqtatWrz5s0HDRp04MCBNWvW9O/fv0aNGrVr1x4zZszBgwfZPEos5YbnedY/leWv67rOxl8fOnQoxNfv3YsAVwICjyYBn/h6FoSEhIztm68N6P5T85rLqzw3eXjfnVvWxcVFUUeGEVx3uWW3RxQkRVZVU9OxinGWr5v6Dr7+aL5M8NRAIEgJsHl1ZFlOSUnZu3dv165dp0yZcvLkSafTaT2RNXaIle1s7Qq6wmNBV2NN0y5durR48eIWLVqUK1fu3XffXbVqFcdx/g+Snp5+4sSJ7t27P//88//617/69Olz+PDhtLQ0VVVl2fh/FhsfxvJ1TdMwxoqiyLJsT2tJT09ftGhR+/btH3/88U6dOi1fvvzmzZu7du3q27dv5cqVq1evPm7cuMOHD7N0HebrXq/X5XKxKrHEm+jo6FmzZoWGho4cOfL333/3ry1sAQJAAAjcDYGTx1NmTT/4ZtP5jSoubFHv6znTw48fdqTcom4n9Xqpy6V4vLKkIAUxXzcj6yy+/nB83frWUdhDWwdCrnthqGA/EHh0CDBflyQpOTl5z549Xbp0Yb7ucDgsCJbgsYI9b8I6JlgKQebruq6rqnrkyJFx48bVr1+/Ro0aI0aM2Lt3L8/zdsOmlGqaxnFcQkLCmDFjatWq9eyzz3bp0mXTpk0JCQmKorBYuI+vY4xFUeTNxYrTY4xPnToVEhJSpkyZf/zjH9OnT4+KikIIhYWF9ejRo0KFClWqVBk2bNiBAwfYhKks34apP8uVRwgRQqKjo+fMmRMaGmrvb2p/dawvf/kVguWVgnoCASDwgAkQRGWOrl76e5f2S8o/M7LOi9/0CNnw09qEuFjkcBjDOHq91O3BHI9kVVOyHP3h+jpz8AA42WU94JMCuC4cAgSAQNAT0DRNUZTU1NR9+/Z169btk08+OXXqlD2+TgjxMT27dwXX8weTr+u6rmmaqqoHDx4cMWJE3bp1a9WqNW7cuN9++43neYSQfawVTdN4nr9169b48ePr1q1bsmTJzp07r1+/Pj4+voDJklj6iiAIrJMopfTixYvz5s1r3rx5/fr1O3bsuGXLloyMDErpr7/+2r179/Lly1euXHno0KEHDhyw5l2y/v7CfJ1tj4mJmTt37tChQ8HXg+u/EKgtEChSBKzfcmbBHHhdp55Mei2Cfj7x7Osvz3+pxIQ2jVZNHXPiyG+utFTsciser8aZnU1FSVcQKTK+HgBXf1kHZQ8AGxwCBB4dArquO53OgwcP9urVa9q0aadOnbLH1/ObZicY+TyKvs4yYfwnN2Xtp+s683VBEBwOx4oVKzp37tygQYNOnTqtWrXq8uXLoijm6evWn118fJ2lwsfGxn799dfg68H4HwnUGQg8JAJMTq1+pUTXs3/NaLqmGYOlY0wwoomx9Jef0gd0316/8ie1yk/u9f7OtUtvXL2I3W7d7ZG9HBZEKstUUamKSXbO+kOPrxcINT9T999e4GVgJxAAAsWegMfjOXLkSJ8+faZPnw6+XiSa+17F11kknqWsWEFxQghCSBAEt9vtdDo1TfN6vefPnx81alStWrWaNm06adKk6Ohoqxepf3w9+3+kOf+y+Prt+jo73z8rpki0AVQCCACBB0SATVpKKNV0inWKiY40gjA2ZnlWFazISJaQJCKRpxdOe7/5Irztq99WKDmkSa1PPx0bHnmeJt80cmC8vCyIWFZMWUdB4uv+Ul7olgfUKHAbIAAEigQBJoSKogiCcOvWrV27dnXq1Gny5Mng60WledjYPYcOHRoxYkSdOnVq1qzJ8mFEUcQYW38ptgZZ98+HSUhIYAnl/n8lYb7u8XhcLpcsy7GxsT/++GOHDh0qVKjQs2fPtWvXer1ea7jGwH1d0zQ2Pkwg8XWWa5Wj/Nml4M24KhKvDlQCCAQZASbrzNRVnSpEVzSiYCyryOiAI0mqwCucV/F6FK+LHgpLGtZvwyu1Z1QqPaT9G98s+18U56BeF/VySJBkScFGZB1RFekq1op6fL1QNc/zgCBrX6guEAACd0UAfP2u8D2YkxFCzNdr1apVvXr1sWPHHjhwQFEUFsZmw7OwmkiSdOvWrQkTJtSrV69UqVIsfz0xMdEITyHEuofa4+tM9zHGPM9nZGSEhYX17t27fv36tWvXXrhw4aVLl+y9WgP0dTZ5EyEkwHwYq2+E/9cJUPYH84LBXYDAwyZgyToihqmLRBc0XcCaoCJBUSRZVkUBed2K26m4MlVnBv35p9iQt75pVG3ayzXHh/ZdvXfnLUqpolBj9EbEpjIlpqwT2xiORTUfJk8dL3Tjw24zuD8QAAL3m0CeFkQIcTgcBw4c+PDDDz/77DOIr9/vVriN62ua9ttvv/Xr169y5coVK1YMDQ0NCwuzBofx6XUqiuLUqVNr1679z3/+MyQkZP369Tdv3mSDNiKEfHoNM1dGCHm93jNnzsyaNatu3botW7YcOnTohQsX3G53RkYGC+RjjHft2vXBBx+UK1euSpUqY8eOZZOnWvYvyzKbkol9N9B1PS4ubv78+UOHDh08eHB4eHhmZmZqampmZqbL5crIyHC73WwQSeb31jcK+5cKK0PmNmDBoUAACAQfAd3MgUFGWJ2Kmu7VdA/WvUjzqsirKKIsqwKP3U6V91BXJj1xOGHG5B31q45pXOOL/7Sbv3De0fNn0jWNygoVFUHBghFeN8aE0UxZt8ZcB18PvjcDagwEHh0CzHlYkgFLYMZmOiAbdFsURbfbnZmZmZaWFhMTs3Xr1pCQkIkTJwbo63mqfxFnG0z9TRlKQsivv/7ap0+fl156qWzZsr17/z/2zgNKqipb2G/NWv/4ZuapM88ZHYyAgICACRADCo6jDqMoJhQVE4KKqAg0IMGAiIEoGFBnwMCIRMkKiKAEQaCVDA1NQwc6Vbzp5P2/c0/XpehuUtEtHXats4rb1XVv3fudU9VfbfbZ59H58+cHvu55XnKI/f/0fejQoU2bNv3973/fqVOnadOm5ebmCiHKrb9uUtgJIcXFxdOmTevatevvfve7v/3tb2PHjt29e3dBQUF6evrOnTv3+rdJkyZ17NixTp069erVe+qpp6ZPn56VlVVYWGjbtpTS8zzbtk3VSJN+Y+rDPPHEEw899NCcOXM2bty4cuXKtWvXpqenb968OSsrK1B2I+tm31KTYqvjCKvibwA8PSRQ9QhIP2GdKHAkxLgKcVXEZYiKMGERQm3PpVZMhIq4E4fifJg0cdkDd4264Ixu7a4Y1/vJ6d8s2L03q9ij3KWOy6JExKlwqDDKnuzoydtmcdNfc33Tw5dSP2oovdwnVL1exDNCAkjgRAgEpTuCSCilNB6PFxYW5ubm7tmzZ+PGjWvXrl23bt2KFSsmTpzYrl273r17r127tqioKHjdUmHZIO4ZbATPrPob1c/XlVI//PBDnz59mjRpcs4553Tu3HnmzJme55mcddd1gxRzKWVeXl7fvn2bNGlyxhlndO3a9ZtvviksLDRJ8GXj6yYfxnGcvXv3jh49un379v/1X//Vpk2bgQMHvvfeex999NG4cePefffdDz/8cNKkSb169WrWrNl///d/n3rqqddcc03v3r0nT568YMGCrVu3Bidgut98PdiwYcOgQYPuvPPOW2655Z133pkyZcqYMWPeeuutCRMmLFmyZPPmzXl5eaYqJU3cTNJOcojd5PxU/VGFZ4gEkMAJEJAKmAJPgi1URMu6KmCyiPJiwsKE2I5NYhERLlJWBPbvEa+8OOWmtoMb1ul1X4dpY99YvXF9fkHxAYeGXRbyRIjICJUWFa6v7GVXSjLWjr5+At2FuyIBJFCZBIKpiYyxvLy89PT0b7/9dvr06e+999748eM/9m8mk+LJJ59EX6/MrjjOYyulNm7c+Oabb15xxRVnn332P//5z08//TQajXLOTWA70OVwOPzTTz898cQTjRo1Ov/885977rmffvopHA6baQqlvnWZ/3NhjIVCoc2bN/fv3/+yyy77zW9+06hRo1tuuaVDhw7//Oc/O/i322677e67727VqtXpp5/+m9/85pRTTjnvvPOuuuqqzp079+/ff/r06UVFRYwx8/2Bc24i5Vu3bn399de7du169913f/7550uXLp3p3+bPn7969eodO3YUFBTYts2Ynk1mbujrxzk08OlIoGYQCHzd8n29kKt8JgtLfJ06eqZpVMYjkLdfrfpu/6P3v9myaa9mF6Q99+gPs7/Yn73fi5M8i+a4ooDIYqoiVMaptKnQayVRwajghzTO6UlY3xTj6zVjrOJVIIHKJWCi7OY1PM8rKirKzMzcsmXL2rVrFy5cOHfu3IULF86ZM2fUqFFt2rTp1asX+nrl9scxHt3klyuldu7c+cknn1x33XV16tS5/vrr33vvvQMHDpgVjszEU+PKmZmZs2bNuvvuuy+88MImTZq88qFfZ8AAACAASURBVMore/bssSzLfFcL/qvFmLpJhonH47m5uevWrevRo0eLFi3OPvvsOnXqnHXWWb/73e9OOeWUP/zhD7///e//8Ic//O///u9vf/vb//qv//rNb37zu9/97n/825lnntmuXbthw4Zt3769uLjY87xoNBqLxVzXBYCcnJyPPvqob9++vXr1MvnrJnnGcZysrKycnJx4PE4pNbn1nn8zP5r4uomsm//BOUZc+DQkgASqJ4EkX4cIhyIOvq+LYsojlLq2Re0YUAe2/hyd9MHy9lf1anD2oy0veuX1gRnrV0nPAw7ZcZbhqVwGxQwiTMWYsph0mSRMMiaCaLre0O6Ovl49BwqeNRKo8QSUUowx13XN2vPJOc+u65oU9oyMjBkzZtx2220DBgxAX68SQ8KINQDs379/7ty5N998c506dVq1ajVq1KisrCxTvCWYb8o537x588SJE2+55Za6detefvnlo0ePLi4uJoSU6+uMMc/zLMuKRCL79u375JNPhgwZ0qdPn+7du3ft2rV79+49evR44oknunfv/swzzwwcOLBTp07nn3/+H//4x7POOqtly5adOnXq1avXG2+8MWfOnOzsbJOMHmSim3qOI0eO7NmzZ69evX788cdoNGpZlsEa/IeA+ZEQ4rquma6anAxTHdOtqsS4wZNAAtWMQODrtjC+ruPrRVSEKI9SSjwHqAsgYNnXmS/0/PCSRo82r9/z3n9MnjQ+vGurrtsoYI8jdxLIZlCU8PU4UzaTHpO0PF8/KPFcCq4EV1wAFyAECKmblCBVqg3g4JJP/rbJQD9Mr5Sbnn7UBw9zMHwYCSCBak3AhFbNXD6Txpx8OUIIx3H2798/Z84cM98UfT2Zz0nbDqLLRUVFq1evfvTRR5s2bXrxxRe/8MIL3377bU5Ojuu6JiZNKQ2Hw8uWLRsyZEjLli3r1q171113TZ061cTgTT5MQUHBjh071q9fn56enpGRUVxc7DiObduO48RisV9++eW7775bunTprFmzvvjiiwULFixatGjevHkLFixYunTp2rVrR44cee21155zzjkNGjS4//77R40atWjRopUrV+7YsSMcDluWRQgxYX4zVWL79u0jRozo2bNn7969N2zYYE61XJTmm4PneWZoBuF/9PVyceGDSKDGEVCgF0iifnGYOFdhroqZiDBuUeZRomXdi0O8GCa9v/GfNwyr+5cHr2ze+8Xe87+eE8rPBS5BQD5RuRQKtaxDjEGcgc2UQ5VHJaWSH9J0hozv65IzvV6qlvVSvp6yqZsdAcrV7cP3W7lPP/KDhz8Y/gYJIIFqTSBwv3KvgnOel5c3b968Tp06DRw4EH29XEq/9oNBGpNt23v37h03blynTp3q1avXvn37AQMGrF69OhQKmRh5YWHhli1b/vWvf3Xu3Pmss86qX7/+O++8s2nTJhNZl1K6rrt06dLhw4c//PDDPXv2HDdu3MaNGy3Lsm3bdV2zYlbMv0X8WzwetyzL3Luuq5SaN2/eXXfddeGFF15yySUDBw5cunRpOBw2UfPkbJZgXvOuXbvGjBnTr1+/QYMGbd261ZQlKpegSawvla6Dsl4uK3wQCdREArqeI+gpp7r4OpcxLqOM24xRRhUjwD0oyoW1K8SAZxc0r9f3jFPub3/VwMkfrd2UXuQ4Ro1tBtGEqVta1sFh4FJFfF9nVB7SdJKMblrTE7KuI+t+cP2QyHqZSHmpwHm5P5YV7WPotLI7He6RYzgYPgUJIIHqSwB93fRddaoPQyk1RcoppZFI5Ouvvx44cOBll13WrFmzdu3avfzyy9OnT1+9evWaNWu++eabkSNH/l/lRPPbe++9d9myZQUFBeaazYpIc+bMefbZZ1u3bt2+ffvnn39+1apVnue5rmtKPZpUllLLKplBYzLdZ8+ebTLjmzdvnpaW9t133yWmiZb8ayL9gXzv3r177NixaWlpQ4YM2b59uxDCzEkt+xYKisAEyh7Iuvm+UXYXfAQJIIEaRMCsl8QVMKk8LvVKSYxTxoARnbYeK4It6+GT97O63vVlk3OGNvxrvwfvGbv461+ysvdSQU0wWwDnQBg4VDfXbx4FQhQhigbN13eqk2R0Y0f29ZRkXSaC6zWof/BSkAAS+BUJoK8b2NXG15VSruvGYrEgpyUjI+Pzzz+/6667mjdvfs4557Rt2/bRRx99/fXX33777cGDB994441NmjQ5//zz77rrrgkTJuzfv99MUxBCEELi8fjs2bN79OhRv379pk2bPvjgg999911QmyWom16urzPGIpHIF198YaL7TZo0eeaZZxYvXnwEXweAzMzMY/T14F2QrOnBdvBb3EACSKCGEjCRZKGAS0WF8LjwGNORdeYBsSB3LyyZFx3w3KJb2o5pev7Av105cuiAWb+k5xWFi3QujI6wgwLJgTHwEo0wIBSMqTOiSpoJtKOv19CBhJeFBGoCAfR104vVw9dNxrlZNNTkhQOA53nbt2///PPPe/Xqde211zZu3LhBgwYXX3xxc//WqFGja6655pFHHnn//ffXrl1rqq+YeZyO4xBC5syZ8+STTzZq1Kh58+YPPPDAwoULI5GISYY5sq+bMjVz5869995769Wr16hRox49enzzzTeJsukl/ybXdze+Pm7cuP79+x81vh68vQJHx7B6wAQ3kEDtIKCVXSkplRCSC8E5A06Au+DFYNdm+GTizo5/H3lpoz6XXNj/+e5zZk7dUZAvPKZLUSlQfpMChK/slGlxL2lU6ZyaoDFlMmEwvl47hhVeJRKohgTQ102nVSdfNznfydVUYrHY7t27Z8yY8eKLL3bp0uXGG2+88sorr7766vbt23fq1Klfv36ffvrp+vXri4uLzRpJ8Xg8FovZts05X758+bBhw+6444777rvvpZdeWrFiRSgUMtNAj+zrxp5Xr149dOjQ22+/vVOnTsOHD1+9enW5vh7UtDEJ92lpaYMHD962bdsR8teDd1Pg68EjuIEEkEDtIZD4BAApgFOdts4dcCOwdgV965UfrrokrfmFz7Rr/cqEkRs3rrUcB4QOruvIut+U1PsJrhNjTBPMPwxNumeK+5nr6Ou1Z1jhlSKBakYAfd10WPXw9XIHF2OMUgoABQUF6enpK1asmD59+rhx4957771PPvlk/vz5P/30kykaY3ZnjMVisWg06jiOUmrHjh1z5859//33J0+e/O233+7evTsejxNCjHYfOX+dUpqVlbV8+fJPPvlk8uTJy5Yt27t37zH6uplvanJvMHBebs/ig0gACfjVpUowKFkSXOc2WMUwb1r+C0/NuqLpc1dd2rfLnePnzcjOydLxc7/kotZ004T2dcm1sgdNh+kPaeX5utDFHE0ZR5Gwf/0dAPPXcVgiASTw6xNAXzfMq7GvB6Frz/OKi4sPHDiwZ8+eTZs2bd26ddeuXfv37y8qKnIcJ4jHM8Zs/2ZKsIfD4czMzM2bN2/fvj07OzscDpvguvkaUNbXg0ovUkrOeSwWy83N3bFjh9k9Go2aHQNrT67GCAAmvt6vX78XX3xxy5YtZu6slPLXH/r4ikgACVQPAok1QJUAPY8UgERh1yZ4deDSW657vUXDp+/s8MZrQ+ev/j5UWOAXS0+Yuh9ZLyvrxtqDcHtiw1d27k821TXX/crrfs11reyBr6cq6zjftHqMNTxLJFBlCaCvm66pxr6ePLYS/3Gs/01+3I9RlfzSLB1qcl2M65viLebeJKgEmm5mmpoS/cHTglLoyRvJuweybl4lUPxkXx84cODmzZsJIcnLdJU6Z/wRCSABJBAQ0L6ul3OA4hz45ivnvtvfb3LB0y0aPv304x9Pm/LLjq1OLKoLtnNdgVFretnIuinOWO79wZowflj9YGRdCaUTbFIOqwc7mumzwdXgBhJAAkjgOAigrxtYNcTXj9DzgcqbeaKBfJfaMGpe9j54WrKjJ28fr68PGDBg06ZNpnZkEPs/wvnjr5AAEqhlBIJK44nrlsBcYDas/wFGDttw49UjGp3bs1Wz3oPTpn3/3f68PO6REl9PSn0JcmD0RrmmXvJgUHM9KQ1GKqH8hr6e6AP8FwkggZNDAH3dcK9dvm48O1DwsnZe9pEgRp7s6Mnbga+XjdAH+wbx9b59+6Kvn5x3PL4qEqiCBEr/dyAk/FjHtv2Ucf+kFXg2FGTDlI8L7v7nhxfXe+Hiei/c03HcxHdXbt8Wjds6Bs51O8TRk38s6+tBxotOgJF+U3ppVN0Ssq4Uxter4KDBU0ICtYsA+rrp71rk66bLA9UWukba0W+Bcwc7ltpI9vVkZeecB/uir9euTxe8WiRwLASCMPrBhBGzsqleKUkBVTpo7q9XqsCOwY5fYGjfH8/5U/czfvdQq4tfenXQsiVfZxcUlUyC4aCSBb3UdilfD7xcKiETvi4VTzZ1jK8fSx/ic5AAEqhsAujrhjD6+lGUPXDuUpoe/HhkXze/DeqvY3y9st/YeHwkUD0IlJL1kkC78XWmgCjwJFABwCRYNmRlwqI59tOPLj7vjJ4Nznmu8+2TFs2NbNtKCkMu1Wav/KKNxxpfTw6iS8lLmuLG0ZPvE/H+IBk9hY2DX0eqR9fgWSIBJFCVCKCvm96o1b5uZPqo94Gal7sR7H448TdJ6nv27Bk7diz6elX6EMBzQQIniUAg60H1lISv+zF1qsBVYEvwBGhnLw7Bhp/42Ld+6XTLlPP+8uQN17768uCFO3dAQTFEbMvmEQKOvyKSYFDSgvh6EFkvian7GS9+so0ApZuS/GAzOev+4+a36OsnaYjgyyIBJFBCAH3dgKj5vh4MedPl/pqB5Yr3CT14uOwaU2dGKbV79+4xY8b07dsX68MEPYIbSKDWEQhMXSWZcCIA7a9LyhV4ChwJcQmOAJ3Gnl8AS74OP9LlP5c2euPcv3R77pkpc+du25fjWpQzcENudsQrYEC5rrZ+sImk8o6mInv5xRmT7TzYroCyMEEkPnF5ta6z8YKRABKoAALo6wYi+voJaXqwc7m+HlSHRF+vgLcsHgIJ1AACxl0DlQ02/Pi67+tMgivBkhCRYBEBcRvWb7Den5B+43WjL6434tKL094YMW/V2m25oQJHRTmEQyQzTHIZeAxk0Lhf1TFYO8lfSukwax6poAJkYqNippkmX1s582prQGfiJSABJPArEEBfN5DR1wPlPqGNcn09KMcupczIyBg9enSfPn0wvv4rvL3xJZBAFSUQxNcDmw1SYvTUUqWAS525bkuICXAtT+UegC+nbevV84vmjftd2nj47beO/de/V/+yLbsgFnZUnEIkwvZHWQEFEsg686PspeLrJrieFNWXoExLaHpQul1H2ZPP7wS3Mb5eRQcjnhYSqBYE0NdNN9UiXzcXXElZMYfzdUIIpVQIsWvXrlGjRqGvV4tPBzxJJFBZBAJfD/JhgkcO+joxIXYBLBKHjN1y+PCv2103+M9/vP+6Nm8Pe2XZt8ty9uXZYdexpeVBOK7yLRnywKU6eb0kxH70+HqJrAdroSZZO/p6ZXU/HhcJIIHjJoC+bpChr59QWD3Y+Qi+TghBXz/uNyjugARqKoFA0A/d8AVeCmBcTzN1BTgcZF4hX70m3K3bv+vVfeR//3jPXbdP/PLLvdt2sIgNccZsadsQtqHIgeix+PrB4Hog66o8X5cYX6+pgw+vCwlUPwLo66bP0NcD5T6hDfT16vcZgGeMBE4igUNlHfw661xwygnhHlPEF3fI2ONOnbrj5htH/On02xtc+NizvaatXGUVFAMDPSPVkq6lIg6EPbAIEAoiaEyvaSoPO80Uff0kdj2+NBJAAsdDAH3d0Kp1vq7/LiZuJ2ToZXYOCjuaDc55ufnrL7744pYtWyilhBClcBrW8bxr8blIoOYSUKAoY47nWa7DpBAAMVst+y4rrc/MSy7ud9ZfOt/RccS4cSt+2UyKIjrD3RFgS2LJmB9cdwhQAoIklJ35a50Ks15pooZj+fH15BB7SX0YP6+9wkrEmK8mNbfn8MqQABKoTALo64ZubfR1c+UJaa+Yf8vYuxRCMMaMsgfzTfv27Tto0CD09cp8a+OxkUCVJWDMVQLoOo0APNH8so1KEkotx4vEHY8BEZC135707x9vuuG1umf3alT/iQH9p82bvz0rB8JxsDnY2te5o2wXLBdcD6gHnOimo+yBr5coe1BYPbDw5BB7qe3gORWzgb5eZQcknhgSqAYE0NdNJ6Gvo69Xg7crniISqBEEzCRTDjqfhfp11l3/niigUgnKuO3QSIzELFFQ5K1anTl00MwLz+vR4Ny0v10/7IP3V6VvKvT8xHbj646UrvJccFzwXCAuMA+Yr+ycAuc6JUaYZZLMkqV6CaRSCl7K1CuyLExQVQZ9vUYMXrwIJHCSCKCvG/Do6+jrJ+ktiC+LBGodAZUIq1PQiyLZCix/HVNX13BUXEhFKMRtWVhEt23P//TT5Y88OOEvpz98ZYvRPR6fOvurHRlZIaJK5qI6HFypPEW9Elmnga9T4Ax9vdaNLrxgJFAzCaCvm35FX0dfr5nvcLwqJFD1CBhfZwAEwFEQUxBRENMTR5UjFTezTj0C+7Od5Su2D3px0o3XD/nz/3S7q8Ps0W+l/7AyPzM3P+Iyi+raMb6vg6e4B8QD6up8GB1cD5JhML5e9QYAnhESQALHTQB93SBDX0dfP+43D+6ABJBASgQO+rofVo/6i5jGhIoLaQvf1wGAMdizx57z1cZHHnqz1aW96/71+Z6PrvpySl76z5HCWEgB6BA795sATwlPMdMIMD+yLnhisinmw6TUTbgTEkACVYgA+rrpjNrr68mFYk7c2XG+aRV6c+OpIIEqSkD7ugKugPnZL0JIKSTngnLhcSnNWVMC69cVvztu2T9ufPGyZk+1uTxtxCurf1gRyczyYp6r/Mz3g74uJVGCKE6Uzlk300zNYklmAaSDJR1NqrpZRFX5S6ke9R5M6vmJ31fR/sDTQgJIoOoTQF83fVSrfT3lYVrW79HXU4aJOyKBWkJAKSmVkJLpkq9+DFynmTO9QhITjOl0GJAC4lGYNmXT4w9+0Oay3tdf3fuxh0d/8Z/1u/d4cQfiLi2O2XEiS3xdL62kiFRMKQ6KgzzU1LWhGzH3y7sntPuomp78hApQ9lrSvXiZSAAJVAoB9HWDFX09leGFvp4KNdwHCdRuAtrXpRCSC+5PCCXAXF01nTKgXBKqM2HCIdjys/PWsCX/uP6tVhen3d5hyPDXJn27fM2BwqjHIO7ygpAVc0t83eO67COVOmLvV4gsKZ8udCGYklIvpYuzJKT9WD28dncZXj0SQAInnQD6uukC9PVUhiL6eirUcB8kULsJqISwa1+nenIo9aumU6rXJvU8cBzYk2HPnrbp6cc/at2s35Ut+j3WdfSUKcvSN+0IRV3j60VhO+5Jj0OJrAtgvq+b6ommrrtxd/MI+nrtHnR49Uig2hNAXzddiL6eylBGX0+FGu6DBGo3AaVASr8ouh9fZ9QPrhMgBDwCrqszYdavPTBi2IwOfxvU8NzHbr7+1VeGTFu7dt++3MK4w10GlicicWIT7evEb9T3daFKlVU/+CP6eu0edHj1SKDaE0BfN12Ivp7KUEZfT4Ua7oMEajeBcn2deDqy7rlgW5CXDQvmbHn84bfbXPZU47qPPXTPu/+auDInh4WiruUJy5NxV8Qd5lJFORCdRQNMAJd6EmuwOlGpDfT12j3o8OqRQLUngL5uuhB9PZWhjL6eCjXcBwnUbgLJvs4YUD8HxnN1ZN11IBaBTemx98cv+dt1vVo279a2Vd8BvWcsnLfLdcFyRcxmkTiJ2dT2BGHa1ylXRta1r0uQqqSVm6B+CPhyn1Hug4fshj8gASSABE4CAfR1Ax19PZXBh76eCjXcBwnUbgJB2ZVE5UY909S2wIqDFYXCPJg59edeT753ccP7Wl/a4/47R332r81bfnF8X+cxm0bjXtyhDhEek4TrRkWJsoskZdevckg5mNoNHa8eCSCBak4Afd10IPp6KgMZfT0VargPEkACmoAKMBAKsaiOrIeLYO8uePO1uf/4W//z/9qx3dXPpz3/xdof7OICsG2wHBq3acwilsNcIlwqXCY8XbZdMqF4YlUkGZRvPPgKwUvhBhJAAkigWhJAXzfdhr6eyvBFX0+FGu6DBJBAIvZNGYvG7UjUi0bAjkN+DqxfY/fuOalt6+daXPTIg/eMfHfMDzu36Bmotg22S01zXOYQ5lDuMu4xTkqUXXKhhFTa101DX8eRhgSQQE0hgL5uehJ9PZURjb6eCjXcBwkggYSv246deyCvOByNx7Wvb05nn368sVOHVy9t0v26K18Y+MLUBV9lHcgGz9FFHh2XOh5zPOZ6zCXMLfF1UcbXVZByg6SRABJAAjWDAPq66Uf09VTGM/p6KtRwHySABEoIqLgV3btvdzgW1unpMVg0Z1/Pbh81a/hog3O73nHL6++NXbXtF2nHQDBwXHA87eva1Al3CfMoJ8zIukmJkVxIP74efDIhaCSABJBADSGAvm46En09lQEd/FUMNmSZmxCCMUb9m5QyIyNj9OjRffv2HTRo0JYtWyilhBAdDcMbEkACtY6AcoldGMpziBWPwc6tZOI7P97Z4fWm9R9t1ez53k/9Z870zLx94Fi6QHuJrxPq+zpzqfF1TnUyjG5Mr5gqhf8RFHwi1TqieMFIAAnUUALo66Zj0ddTGeDBH8Vgo4yuS/T1VMjiPkigdhBgnNuOwwWEimH5ksIXey9s3eK5ixs8cttNQyeOX7n+x2gsDK6t67I7nnQIcQlxKfVMY5QwRjk3jQnBpUBfrx0DB68SCdQ6AujrpsvR11MZ+oGmBxvo66lwxH2QQG0lICUwri++8ABM/2zvA3d8duapd7ds3r13rw82rAvl54Jj+3XZPfALwngu9TxGgkYYpZxRwZjgvqwLE2EPPpFqK1e8biSABGoaAfR106Po66mM7OCPYrCBvp4KR9wHCdRWAtrXGUQjsHEteevltTdd9dGff9/51r8PGjtqxt5MOxYFQoBQ3TzKPOaZRphX0jihnFBBmWTcT4dBX6+tQwmvGwnUcALo66aD0ddTGeiBpgcb6OupcMR9kEDtJKBAcKAe7NzmTvt8R7cHPmvd9PW6Zz78dLf3Z0xbk5dLbVtH37kAJoAwSrh3SGMe0bKe7OslGexKSb/hxJjaObDwqpFADSSAvm46FX09lcEdaHqwgb6eCkfcBwnUUALBJ0P5f2kUSA7Uhe+/zX9tyMJrLht4WcMX/3bN0HdGLV23JruwQLguSAUSgCtFeBlf515C1k183cw45VKJEl/Xu6Ky19CxhZeFBGoZgfI/RRMQOOd5eXnz5s3r1KnTwIED165dW1RUlPglCP8WGFqpT+bqVfMDfT3o1uPYKNvlwWgINnC+6XEAxacigZpCIPhwCD4KpJTBgyV/HpSW9UghTP1kR7cHP7zw7EfaNB/89GOTF3y1e+8eLz+fOE4JDgnSV3O9pGmiGVknTFK/sZJFTqXxdaGU8FVfobLXlDGF14EEajUB8/l5OATo64cjg49rAsl/fc128t9ms42+jmMFCdQ2Akqpsh8FUkqeuEkpNRMJ0WLYsQnefnX1P28YccGZXW792xvvvP39po1OUSHsy4pEY9RHpyRwKryEqRtl9/xHAl+nXDGhdIhdKq5lXfu68GUdQ+y1bQDi9SKBGkgAfd10KsbXUxnc6OupUMN9kECNJhB8dTf/AyuESFi6/tesxmAAUA92b5Pzphf1ePCr1s0GtGj45NOP/2vhnL3794JtQTjMXcIVCAVUAqHSpdI72LS+e0wSv1GuSnz9UFk3+TDo6zV6wOHFIYHaQQB93fQz+noq4x19PRVquA8SqLkEgs+E5Gg6S9yMu1NqouYQCYkVSwpGDF57U5uPml7Q+6brXhr95te7toloGDjT00x1kBw8CbYAh0mXSS+pGVPX91wR39epUCzwdR29L8lfR1+vuQMOrwwJ1BoC6Oumq9HXUxnywd/mYKPsf4JjPkwqZHEfJFA9CZiPAin1QmmcMz+e7ofU9bpGLPmaOOeZGcUfjf/xpqveaXH+mCsvHtan57QlizIFA8GA+2VhuOIcLAFRDhZTTpKsJ4u7d4iv67mpvuejryfjxm0kgASqOQH0ddOB6OupDORA04MN9PVUOOI+SKCmEEjydT/5xeS/MEKpx3lJWB0AGGOFhYXLv/15wPPTGpw5oOlfJ9x6/cfvj9mw+eeoTmuXga8zDjEOYQ5xpmz09ZoyTPA6kAASOG4C6OsGGfr6cQ8dnG+aCjLcBwnUaAKH+LpgnFPGCGUeZS7nxFy6UiocDm/evPnD96ffd/uYv/y/3lfU/aL7fYsXzirK3G27DlDq+7oEHTjXwfUQhxj6eo0eOHhxSAAJHIUA+roBhL5+lIFS7q/N6Em+x/h6uaDwQSRQSwiU8XXCuJZ1yhzKPCEEpdyy3N0ZWV8v+rZf75E3tBly9u8Gdrz6+xEvZqz9nh/I8zxPr3jKBXAJHDwOkcP7ekkKO+bD1JLRhZeJBGozAfR10/vo66m8C5JNPfg7XUrZMX89FbK4DxKongSCzwEhOReUc+3rzPg65Z4LdlzXcFy7suCDccvv/Mfwlk36NKvb//nHl834PGdvBkSj3PWAcl/WleJAOMQ5RJnJX1eEJbeS4jBmsinz6zlyCUIqvciS30zxdZxvWj0HE541EkACSQTQ1w0M9PWkQXHMm+jrx4wKn4gEahEBv/y68XVP+zp3daPAPGAucAcWzbSef3zJ5Q1fvqJJWufbR/574pptm23PA8JUzPYIV1wBB8WBcXA4WBwcBh4DcrApyvwajlz5pu5H5AUIqbPfdVOg/FaLsOOlIgEkUIMJoK+bzkVfT2WQo6+nQg33QQI1nUDC1wkXCVnnLiXgWRApgP074MO3jXKfGwAAIABJREFUY/fcsLLpX8e3b/364AEfL166rMBfOluAsDyHCsEh8HWPg5uQdcogqfmmzpXOnREg/CYFSAFK6obVHGv6OMPrQwK1iQD6uult9PVURj36eirUcB8kUNMJ+OubcqHzYTymU2KorunoQTwMe7bBkjliwFMb27WY0fzc8ffe+sGkj5f+vCk97sT1FHaQhFOmhB9cl1zPO6XcD6tTIFTPRC1pWtwDX9fKfoiv+8qOvl7TxxleHxKoTQTQ101vo6+nMurR11OhhvsggZpOwPd1ISTT+euMcS45A+pCuBDWfk9Hvbbxrr//p8V5E25s+dngF75Z+f3enAPZVFCt6/5N6EwY6Tfup8TomDr6ek0fNXh9SAAJHIkA+rqhg75+pFFyuN+hrx+ODD6OBGozAe3rSkjJdTFHf6EkzoDYkLsX5kzL7tbl86uavdns3Lcfu2vx5A927s/icSfup54LA02C8hdN0usmJRoLIutmA+PrtXmA4bUjgVpIAH3ddDr6eiqDH309FWq4DxKo6QT8+LoUUhBCPFdyCpyCE4MtG8W7o9a2bTmkWd3+VzcbN+LFbSu/9TwXmNTJLVSWLKjk+3pg6mYDfb2mDxq8PiSABI5IAH3d4EFfP+IwOcwv0dcPAwYfRgJIQBMghNmWdCxw4lCYC5/96+fHukxsdN4TVzYb+tAd0z7/sHBrOhACRBAiiMc9DjrEzkFQxUqaVn1OQVeXSW4MmJ+/zvV8U8xfx+GGBJBATSeAvm56GH09lZGOvp4KNdwHCdQaAp7HYxEVDUGoAHZuhj49P2/Z7Lmz/3hfh3ZvDxuwevkivj8THBcc5ppGJDWyTiQlkmplP1TTgx/R12vNIMILRQJIQBNAXzfjAH09lfcD+noq1HAfJFALCFDG43E7FnWjYb1AUlYGfPd16IG7xzW78Mmm9Z7s0fWzKR/v27kJIsXgeCW+7nLPE8STNGglym5i7SWBdhNu50zpxv2G8fVaMKDwEpFAbSeAvm5GAPp6Ku8E9PVUqOE+SKB6Ezh00dDgJ7NAkV/kRQG4hIbCsVicxqIQKoSV38VGv7HihqsHXXzh0zde+8qbr/7w4/eq+AB4LjjE93XuudxzBXEF0dbuNx1lV7r5gfYSU/fTY9DXq/cYwrNHAkjgeAmgrxti6OvHO3L089HXU6GG+yCB6k1A+SsRSX0RSbIOSq9RJJVuQoFLWDhquwQcB/Jz4d8Tf+l4y/CL6j5+WZMXuj306VfTD4TyQVBdNd2loE3dBNcTpo6+Xr3HCJ49EkACFU0Afd0QRV9PZWShr6dCDfdBAtWYgJF1Af7EUO3r/lKiyl9WVPpFGbmUXEqRqKYejcK6Nc7gtAWXNnnmwvMea3/1sGFDvlv/owIJlIBL9OKl6OvVeETgqSMBJPCrEEBfN5jR11MZbujrqVDDfZBANSagfFNnAExfhAJj6oKD4MAFcMGYdKj0gkvM3gef/TurS6cp55/1+GXNnn/0wYlfTNm+f5/+vUsg7oLLpSv8TBhJvINNZ7FjPkyAETeQABKo5QTQ180AQF9P5Y2Avp4KNdwHCVRjAkqXWwTqN6UTYIyp63ItwDhQ4VIVojJuLpG48OMP0OuJJVdf8kH9c3o/+uCkf320fvt2HooAEWATsKh0BXclSW4lpo6+Xo3HCZ46EkACFUwAfd0ARV9PZWChr6dCDfdBAtWYgPQj6x6ApyewSJD+SqRmNSPCJBExovI8WUwFcA4ZO+Dzf8VvvWF6i7r/at7gtYH9Fi1ctDu/CKI2WJTbnDiCuJImy7qrQ+wl00zNZFOcb1qNxwueOhJAAhVEAH3dgERfT2VAoa+nQg33QQLVj4CZWCr9ZBjqy7oHII2vm9WMCAGPKo/Zrih0eCxmQUE+LJznDU5b26r52IvrvnNtq5FvDF/x/crsoghEHBElrqM8VxHn0OC69nW/Jkwg6+jr1W+84BkjASRQ0QTQ1w1R9PVURhb6eirUcB8kUP0ImLR1kwlDAFy/iZJ8GKbXNNK+TsClxGExm5KCIti+DcaM/KXTbR9fUKdPm0sn9Hhs9pTPd2zaEo3YEHZY2IsTIBS4q4iraNDKyjr6evUbL3jGSAAJVDQB9HVDFH09lZGFvp4KNdwHCVQ/AjKRtu4lZN0FYEopXROG6+R14+sOkTYhlgeZe+XSJZGeT866vMXAs//S/bZb/j12dPp33xXv3c8sAmGHFLsRCoQDd0EH1L2EsqOvV7/RgWeMBJBA5RNAXzeM0ddTGWvo66lQw32QQPUjEPi6Ca7bABaAp4BJKYXQvk6pjpa7BGwPLAc2brTfe3fjP24aVfe8bk0aPdPr6dmLFhVt3c4KwmAzCLtOsVtMdS1HdtDXSxLZ/cowh6bE4HpJ1W/I4BkjASRQoQTQ1w1O9PVUhhX6eirUcB8kUP0IBGXXKYADEAeIAMQV2ApcoRjjkvr1YVwPYjEoKIB5c7OefOLzFk371LvgkTvveHP8+JU/b/L250HYBouriGeFvEIHoh44rnKTp5z6JR39So6mPkziXiv7oY0pxhXnigvFhV55SSSqwCuh124CmVjQqfrxxjNGAkgACRxKAH3d8EBfP3RcHNtP6OvHxgmfhQRqAAEz5ZT7vh4BKAIIAYQVRCTYTFDGtS/btp5munM7vPvOurZthp571mPNmnQfOnT614t35OSr4jhECcQZjdBohBZYsshWUUc5jvAc4fmVYYhZ2bTUfVCIPZiESiVDX68BowovAQkggWMkgL5uQKGvH+OAOeRp6OuH4MAfkEDNJ8BBx9RDCvIT7YCAMBU25YJzKCyArZvE1/ML+z0/p2Hdpy9u+MIdHYdP/vSHzTtyXAFxBjHKY8yN8WhcFFqy0JYRW1g2dx2ul0wqpenBj+jrNX9k4RUiASRwRALo6wYP+voRh8lhfom+fhgw+DASqKkEhAIn4et5EnIk7BNQSEWMcEYZ7MmQSxYVjXnrp/vv/KjeOU/fcsPYQQNnLluxa19+nquExVmc0Th3LBH1g+uFlgxb3LK4ayf7eiIHRmt6opVKhqEK4+s1dYzhdSEBJFAOAfR1AwV9vZzBcdSH0NePigifgARqFgHj62E/uJ4jYa+EDAG5VIYJI54H6evtf3+w/dEu/7n+yhHNG734Qs8lM6Zn7NwTygln5sdyoyRqcc/iti2jtiq2VZEtI2V9PXD0YAPnm9asUYRXgwSQwHETQF83yNDXj3vogF7esPRNlrkJIRhj1L9JKTMyMkaPHt23b99BgwZt2bKFUkoIUUql8vK4DxJAAr82Ae3rEsIS8iVkC9gjYAeHbCJCHvUcB1Yuj7z5yrrrW49s0WjwtS3fGvf2zvR0Whyjcbk/Lg5YImILxxa2o6IOFOumon4+jM5f18uaBk0xIg82HU0HfkhTnPmTTcudbypxvumvPTDw9ZAAEqhcAujrhi/6eirjrLStK1VG12Xg64zp0m/Jvr5161bGGPp6KuhxHyTwaxPQ800VcAmugJiAkIAiDgUc8rmyhQQrDjlZMP3zvc88Pvei8/pc3OD5e+54Z9b0fQWFQHXx9jgF2zVTS6XrKsuFmAdRV1mOdBxBXEEOCnpQB0Yyappv5+zQe784jOBKCFVSHEaC9E1dSX2qYNqvzQlfDwkgASRQCQTQ1w1U9PWKGVzlGjznnPk3pdTu3bvHjBnTr1+/QYMGGV+nlFbMa+NRkAASqBwC/vvar7QumVCeAJtDnCubSZcJIoR+1aIDMGtq5vM9Zl172Rv1znrmxuteHj5szuo12VELOADTiyJ5nl7KlLmKenotVMdvrn5ch9VNNJ0TyaniVAmqBEtqXGk1P7TJRAHHko1kTUdZr5yxgEdFAkjg5BBAXzfc0dcrZvwdwdc558m+Pnjw4G3btnHO0dcrBj0eBQlUGgH/f86EkJwLyiXhymXSpUJQBpQA9bSPb90II4auvPPmiZfUf/myRoMee+jdqVN/2J6x16acA1AlXc48KTwliOIEGC1ZYYlSvW0cvUTTfVmXTOnGD9+EXlxVl1oPmtQhdbwhASSABGogAfR106no6xUzuNHXK4YjHgUJVCUCCV9n2tcFZZJSoavBUALEBTcORbnw9VeR7g9Nad96xOUNX7r1hneGDZ2zcmVGTn6BJyRTQIR0mPZ1ApLqJrSj63VROQfBQTCQDARVMmjo61VpCOC5IAEkcJIJoK+bDkBfr5iBiL5eMRzxKEigKhHwfZ0LaXydMcEpV5QC8cBzIBaCrenw4bjNN7UdfnnjtGsvfe2lft/Nm52ZleXEHJcpoFJ5XGhfF4IoyUD5TfqOLjnoZrapH1NPflwH0Q/XkiLrJsSO8fWqNGrwXJAAEqhIAujrhib6esWMKvT1iuGIR0ECVYmA9nXFhdTBdS4444oyIETLumdB8QFYPC/0Yu8FlzR89rKLXrjz5nenf5q3YyvE4kCk5ACeEC7j2te5oFJxPf00uSmuDb5E2f0N/YhpQa7LsWygr1elUYPnggSQQEUSQF83NNHXK2ZUoa9XDEc8ChKoSgSS4utMx9gZEAqeq2XdjcGBLPhgXPp9t7934dmP3njNKwOem79xDYSLwPV0ZJ0p0LJOmcMY8XNjBEByC9S81MaxCHqp56CvV6VRg+eCBJBARRJAXzc00dcrbFSVVXaeuAHAnj17xo4dm5aWFsw3ZYxV2GvjgZAAEjghAuVXQVR6rQWplJBKmhmdjIFrgxWB7N2wcil9vsf061oOvej8bg/dM+HD8ev37tK/JVT7OhXSpcylJcF15kfWk329lHMn/yj9VzX3yY8fbht9/YQ6H3dGAkigChNAXzedg75eWYNUKSWE4JwLv+pb4OtDhgzZvn27qc5eWa+Nx0UCSOA4CASyfrgqKwcf5xzsmM6E+XE5fDBmyz/avdGs/rOtm7/wYp8Zixfsz8/Vqe2MAxWScOES5lFO/eB6kAmjlV3plizlR94+nKYHj6OvH0dv41ORABKoVgTQ1013oa9X1rBFX68ssnhcJFCRBIysSwDTDqp5qRfhHBxXUgqxMOzcDJPe2/vYfZ9d2eLFtpe/0uPhT6dM2rR1k5OXK2Ix39e5IIxrWeeCScVVSdp6kqxrXz/q7RhD7OjrpToLf0QCSKDGEEBfN12Jvl5ZQxp9vbLI4nGRQIURSJZ1kVB2mVgh9JC4O+NgOzIagz27YMHs/BeeXtS6xeAWDfvdcfMHE0alr11tFRdDXr4TihAqwGPCo5wwzoTkKilt3Y+s+8F19PUK60U8EBJAAjWYAPq66Vz09coa5OjrlUUWj4sEKoZAKVlPzi1PDrebp+mXlADZOc6Sb7JeHbL4b9eMOuN/ujZv2L/HI3OXLiIF+foJhZFYcdQiQpmZpoQJJpS2c39fkwaTSIZBX6+YXsSjIAEkULMJoK+b/kVfr6xxjr5eWWTxuEigAgiUkvUgvdxsJPJWErKtACiDWFxt3lL4+acbHn7g40ubvHz2GU926vDvMW/s+nkDhCI6iB52IxE37gnuMt2okFz6qeqH+rrUyet6KutRb5gPUwFdjYdAAkigOhMwn5OHuwLOeV5e3rx58zp16jRw4MC1a9cWFRUFTxb+TSZuZT9yg2dW/Q309crqI/T1yiKLx0UCFUBAJbJfhF+4hQGUNAVMgc5hkSC5FFxKLpWQYFmQkw3LlobfGP59u2uHNbmwX4smfQf1X7xgXjhrH0Rs8IDHedhicZcTjwvCJZPa9xPZL9rRg6aOzddNeZqjWjvmr1fAiMBDIAEkUCUJoK+bbkFfr6zhib5eWWTxuEigAggYXw9knQIQAKL8JoEJ4FxJKqXt0ZhDHA/CIdi7C/79ft4jXb5sVO/5VpcOfeD+iZ9P2b55Ky2OQYxxGyKWKrBl1JWeLrjuTzMtJetKgml+ikySvwcif+iG+UMVVI8JCsKU2kBfr4ARgYdAAkigShJAXzfdgr5eWcMTfb2yyOJxkUAFEAh8nQEYWfcU6CbBE0CZYlRKPxNd2RQsFzJ3w3eLYMCzO2+89uNG9dI6dZw4atQPq9YW5RbTGCNxGbEg14YcB8Ke8qjSNWGSg+s6oB5kxZdsHN3XgyT3I4fY0dcrYETgIZAAEqiSBNDXTbegr1fW8ERfryyyeFwkUAEElL/YKPfTYAhoU3cVuL6su0xRIrjHweU6K10C2C6sXQPj3sq64+bZlzQe1vLSlwakfbP8+9j+PIhRsKQXV6E4ZNuQ40KYADm4OlLCyY2vH6rsid8dGlM/mDTjP54cYi8VVg9+RF+vgBGBh0ACSKBKEkBfN91Su3xdqcMWVz7xUWqGVPI9rpd04lTxCEigcggEvk4Tsu7IEl8nHAQRyiYQscBlOri+fSf/ZPLOxx6a2arFyIsbDbytw7iPP95+oADCNsQZxIVjQcjSwfVcDyJUz01NFFxPOLmfsH58yTBG3NHXK2cA4FGRABKoHgTQ100/1RZfT9boI/R9ykKvp4X5t+CFpJTo69XjwwDPsjYSML7O/Jx1V4LtN8cPqRMOiiqIuXCgiIeikJ0LCxZmDuj/VZtWLzVt+OLVV7783LMzFi8JUQkOhziHuLAtCDmQ60KeB1EKlPpxew5KKN3KLo1UKohekjqTXPExKfM9mHUaBNRLbWB8vTYOYbxmJFA7CBzB2QAA68NUg1Fw5C5MvoBAphMlffS/gVgHxzEZLKkpu7Hz5OOjryd3AW4jgSpGQPoRcKp0trrNVFSCJcEh0qJATE3HqA2Z+0hmllq3PjJy5Dcdbxt+1l/uv7Ll0G6PfTpp0pb1G0k4DjEP4lxY0rYh7EC+BwUeRAkQCpIqyZTkSgqlP25KfeIc4uulND35x0RKTDDlNDFhNZi56h8ZKvF/DqtYx+HpIAEkULsIBJJW7mWjr5eLpWo9GFj4EU5LSskYo5QyxjjnphLn4epxCiEIIUIIc0BCSDgcjsVijuN4nkcpFUJIKcu+XKDmpV4C4+tlWeEjSOBkEzCV1wXouo1E6Rz1mCeKJcQFOBaNesLjAFRC1NKR9fUbrM+n/NL1obFXXP70uXU633v3hPHv/PjLJpWTB7osjAeWoLa0HIi6UOzpFiPgEsWo4kyZcpBa2X1rL/lGr6Q86OvJdl52O+HrQYj9oLj73wGCbwInmyq+PhJAAkigUgigrxus1TgfJpjQWWqAJHct59y27Xg87roupZQn3Yx8m7+fRv05567rcs4B9FIm8Xg8MzMzJyenuLg4FArFYrHgt6Ve0Xg5K3Mzr2a+AOzZs2fs2LFpaWlDhgzZvn27EIIxVuo4+CMSQAKVTCBYJkko0MF1CTZVEYcVSIhxsCN2sU1dKsElEI1BQSEsWpQ3aNBXl136ZP1691/aovvgQV+t+D4kFTAJYQviVNrC83095kLEhYgHcQ8cokvEUKa4X75dmnshpWlS+BXdZaKCTFlNDx5J8nXzyXa4+0rmhodHAkgACZwcAslSV/YMML5elklVfMSEz82ZKaVc1y0oKAiFQpZlmVA3Y8yyrGg0almW53lJuq43g3C7lJJzzhhLjq8DgOd5tm1Ho9Hc3Nzs7OwDBw4QQqSU4XDYtu1kIuZMShk7+noyItxGAlWAQODrXOkYusshTlXIkwUcQhRiUSdsEeIxiNuQlwdbNsN7767vfM+Ev555T/Nm3Z544r1Zs3Zk7QPPT5pxGDhCONJ1lOWquKsz3mOesjxlE+kQ6THJmBRML7okuI61C+E3KYVegSnZ14Pqj4Gpmw309SowaPAUkAASOIkE0NcN/GocXwcAIYTruqFQaN++fRs2bFi8ePHUqVNnz579zTffrF69esuWLfv27SsoKIhEIrZte56X7NOBuxtrL+XrUkrP88LhcFZWVnp6+qJFi6ZPnz5lypQFCxYsXrx45syZS5Ys2bRpU2FhIdVTy/SZ0DK34CUAIIivDx48eNu2beblTuIbAF8aCdRKAoGvCz9ETjjYVFdMzydwwJUhi8ZtyiwXikKwZQvMnVvw/LOz2rQacuafu9x800vvv7/yl012zIKYDQ4BIsGTwpWuq2xXWTqyruIJX3cTvs6Z5CW+rpJ83aTEBHaOvl4rhyNeNBJAAkclkIKvBxMRTWQ2mFtY9v8nj/rqVecJ1dvXGWORSOSnn3769NNP09LS7r333nbt2t10002dOnXq1q3biBEj5syZs3379mg0ahLQTSJ7srUn57Vzzo3TCyEikciePXtWrVr15Zdfvv322z169Lj11ltbtmzZpk2ba6655vrrr3/ggQdeeeWVhQsX7tmzxyTbkENvwWtxzpVSu3fvHjNmTL9+/QJfN6JfdYYCngkSqAUEkn1dKOASPK6TWHLjfK/FCggQh6twHLL2w5Il4ddf++HvN7x1fp1nmjVOe/7ZL1evCecVgO1BUUTEHOn7OvOk40nbUxYBvymHKNfPhyFMMa542Sb8aagg5cGyMOjrtWDw4SUiASSQAoEj+zpjLDc3d+7cuXfccceAAQN+/PHHwsJC4+tKKfT1FIBXzC7BdyZzuPz8/IULFw4bNuzuu+9u06bNpZdeerV/a9OmzeWXX37LLbc888wzn3322c8//xyPx034mxDi+bdknzYhdsaY+ZXjONu3b58xY0ZaWlrnzp2vv/76Vq1aXXLJJc2bN2/ZsmXr1q1btGhx6aWXXnXVVV27dn3rrbeWLVuWlZVFCAlewmybLwbo6xXT93gUJFABBAJf9xNNtDITriu65EVoRpTkCZCugMIwbNkqP/lk54Nd/n3RhX3O/vPzD3eZ9dkne/bnQH6xCMVE1OaWxxzGPEF8O3eILtfuN+3rHlHEz19HX6+APsNDIAEkUJsJoK+b3q9O8XUzKzQYtbZtr1mzpl+/fu3btz/vvPPq16/fpk2bLl263HvvvTfffHOTJk0aNGhwySWXPPXUU1OmTNm3b59t24wx13Ut/xakxwRZK8bXXdeNRCIrV6588803r7vuuosuuuiCCy5o1qxZ27Zt77jjji5dutx///033XRT8+bNzzzzzPPOO69t27YDBw5cvHhxOBwmhHDOA3EPAvml4utbt241VWuCa8ENJIAEKoKA0fEj30s4WJxFCuB+Y1E3GnMIgA6f79sPy5YVDnt1cZtW/c4+86GmDV4YN2pz+gbwiI6sF4Y9nbnOuE0839c9X9ldonNkDgbXj+TrSpd51F8WTBMSdCsz/bTkO4XS89+PdqsIengMJIAEkECVI1AqUFvq/DC+XgpIlfjRlGEJTmXdunWvvvrqFVdcUbdu3aZNm/bv33/q1Knff//9smXLZs6cOXz48A4dOpx22mmXXXZZ9+7d58yZk5WVBQCO40Sj0Ugk4jhO4NOBspsSMcXFxatXr54wYULnzp27des2aNCgcePGffnllytWrFi9evWKFStmzJjxxhtvPPTQQ82bNz/77LMbNmyYlpa2atWqcDgcVJAMstkZY1LKjIyM0aNH9+3bd9CgQcbXCSFHHoXBleIGEkACx0DgyJpeEllPrDeqTVmAYEKY0uVc6FVJpYKCAlj7Y3zU29/ee9fI+ud3ufLy3o8++PG8WQf27gHK9XKnLvMrQQrpMupJShTR0XQ9B9U0QnX9deKvcsqYrurIOXAOwjQBujqMUqJksdOgkHqJnQPoLxSJlnxNx4AAn4IEkAASqFUEjsvXg7V3qiOi6hRfT45JK6W++OKL+++//8wzz2zYsOGdd945d+7cnJyceDweiUT279+/YsWKgQMHNmjQoF69eu3atRszZsyGDRuEEJZlRSKRcDic7Osmi93kORFCIpHIjh07vvnmm/Hjx0+ZMmXJkiUbN27MysqKxWLRaDQUCuXk5KxaterDDz/s1KnTBRdc8Nvf/vbee++dNWtWfn6+qTJJKTUZ8+YrgYmvl/J1zF+vjm8YPOeqSqBExxOeGwhv6Q3j61rWFWeCelRJX9ipB04cqAs7tsK0/+x64pH3r7myd8O6999315vvjFz+ywYSKvZD8QrMakpMSSK5X2edUUX9NU1pYOrmRwaMATctkHXt634sveRUA19XOo5+0NTNiQe+XlW543khASSABE4iAfT1kwj/sC9t5nOaYiw5OTlvvvlm+/btTzvttHbt2r355pu7d+8O9hRCFBUVzZgxo0uXLo0bN27atGnfvn2XLFliWVY8Hjfa7bpuEF8PfN2UbfE8Lx6PFxcX5+TkHDhwoLi42JSDpJS6rut5HgBEo9H09PSXX365bdu2p5xyym233TZ58uTs7GwTMieEOI4TrNNUKh/G1IdBXw/6CzeQwAkTOCZfD2RdgmSSesy1Xcb9FdIiISg8AFYEvv+WD3/5u3bXDGrasHurS3sO7j9t6df7iwt89ZbAld/8xVE5KKYXMRU6iK5/T4OW0HdG9ePMj6/rKLtJv/EPI0p/tTiyr+MCpic8RPAASAAJ1DwC6OtVsU8DV7Zte9WqVQ8//HD9+vXr1KnTvXv3b7/9Nh6PA0Cw/qhS6pdffhk3btyVV15Zp06dDh06TJo0KRQKmcKOrusSQpJ9PXDroC67SWdPnjlKCDGlYAydWCz20UcfdezY8fe///0NN9wwatSojIwMcwLG+BljZiYrAGRmZo4bN65///7BeklmYaaqCBrPCQlUPwLH5Osmc11H1n1Zd6ntUk59j46EIWc/7N4B743JuO3mdxpe8FTTC5/t2OGNSR+v35upCAEFuprMwSRzo+yqRNl9I2dcp8wE1q5N3TTj64lceV6+r4MfX1eHanwQX0dfr35jEs8YCSCBSidAKc3JyZkzZ87tt98+YMCANWvWFBYWGhMz+cnJi2NiPkyl94d5Adu2HccBgNzc3M8++6xt27Z//OMfGzduPGLEiOzsbLOMaPIyRvn5+UuXLr3ppptOO+20xo0bv/baa/v27YvFYiaabrJrgixzs2EM28zsKnVVptqjyXIJvhWYEP6pp57apk2bIUOGbNmyxZyG53mxWMxUhjHpYddxAAAgAElEQVTHycrKGj9+/MCBA1966aWdO3eWmjtb6rXwRySABI6TwLH6utQ569Slji/rNuHCIRC3IByBPRmwdJF6rsd3TesPvOCvva5pOeKFXrOXLS1wHK3pEpJkPTE1tCTcrmePCjNvletoejlNAEtuflpNqVwd9PXj7HN8OhJAArWeQLKv9+/ff82aNQUFBcbE0NdP2uiwbTsWiwHAunXrBg8e3KRJkz/96U/t2rWbPHmybduRSKSgoGDfvn3xeNyso5Sfn79p06Z77rnn9NNPP+OMM55++ukff/wxLy/P8zyzoGmyrJeKtbuua9t2sCqqqeIZ1FmPx+PmFadOndq1a9c//elPl19++XPPPZeenm5GCaU0+ZsDAGRnZ3/wwQdDhgwZNmzYnj17ThpEfGEkUDMJHJOvKxBcMo+5lhtzqU2ES4WMWnAgHyIR2JQObw/fdPvN/2l8weC2rcc8/fjX//k0e9tWabsQtTzb49rak9rBWLuePSqlTnfRUl7W15NN3WwfydeTY+rJ2zWz4/CqkAASQAKpE0BfT51d5e3pOE4sFiOELF++/Nlnn23YsGGdOnXuvvvumTNnmvyTUCh04MCBaDRq6ipalrVv375nnnmmXr16p5122gMPPLBw4cJ9+/Z5nmdKzZTr66ZAu+M4xtdN1orx71gsZhJpXNd1HKewsHD8+PEdOnQ4/fTT27dvP2LECJOYDgCMMUJ0bbjglpOT8+GHHw4dOhR9PWCCG0ig4ggck68LyeJ2NBIPRa2wQywqPS4hZkFuHuzaBdO/yL/rtkmXNR55cf2Xuz04//1x2T+ugv3ZEHdV2IrYnqt9XR6i7En6rlc/kjplpiRJ3WS/BJnrQfK68J+joEz+epAPk+zopbYrjhceCQkgASRQAwgc1dfLXTKpOl54daoP47puLBZzHGfJkiVPPfXURRddVL9+/SeeeGL+/Plm8qixasuyAlcOhUKvvfZa69atTz311DvuuOP/wuGZmZmUUjOvNNnXg23P81z/ZtZOMp1q23ZxcXFRUVE8HieESCld183KyurXr98ll1xy+umn33///dOnT8/OzjY5MCZanzwgsrOzJ06cOGTIkJdffnnXrl0AuqRy8hNwGwkggRMgcHRfVyAo8wqKDhwozA1Fi2wvTqUnFNgO5OXC0sWxQWnfnn/ms3VOT2vV7O1Rw3d//y3s3wtFxRB13KhT5FBb23miZnqSqRuDl1KV+Lqx9mRxD6z9SPNNj8XXS+l78OMJgMNdkQASQALVl8CRfd34XnIKe7kJz9Xi8quTr3ueZ1nWCfr6vn37Difrpv6M8XXP80yQ3vSi4zjhcLiwsDAUCsXjccZYenr62LFjr7322nPOOeeSSy559dVXf/75Z5Oz7jiOWZLJDJRgfdOxY8f26dOnX79+6enpJnhPKUVrrxbvEzzJKk/g6L4uJSfUjcRCoUhhJF5suTGPOZTrTJhdO2HsyPX//Pv4U//fw80vfOuJhxbPna4ytkJRAYSjEHViUbfAIXEuuAzKppts84P3upRrcjNrIPl57SWV17nOcdftkHqOBys4JvLXAws/9o0q3z14gkgACSCByiCAvl4ZVE/0mIQQM+X0ROLr+/fvT16CNAirG1k3yTAmsm58Xfo3Qoip8FhYWFjg36ZMmdKxY8ezzjrr3HPPffjhh2fNmhWJRMw3AVMvMh6Pm8mplNJgvaTnn3/+hRdeWL9+fVBT0uS7nyga3B8J1HYCx+TrlHmOF4870Zgdsdyo7cVsV2XugSVfx5987KsWjQf96XeP/6P9pDFvZGz4EQrzIBqGSBQilh1zIw6xGedC6nrtQfNrMJp4jUyWdZWItQc1YYypG1lHX6/toxWvHwkggQoigL5eQSAr9DAV5euMMZOGHsg6pbSsr5sQuykmI4SglMbj8YKCgt27d69bt65///5//etfTznllMsvv3zy5MmZmZnmWiml0Wg0Ho+7rmv+C8ZE0Pfu3fvOO+/07ds3LS3t559/NvnxjLEKJYQHQwK1lsDRfV2BEIoxQTzmOCQedyKReKg4RL5fXvDGsHV/bzux4fkDmjUc8myPpfNmupm7IBKCSFjXjYnEPMtxXEqY4EJJqVRyS/x0SHA9ydeZSVg34XZzr82+3Px1nRIDqbRa2+144UgACdRuAujrVbH/TT4MIWTp0qVl89eNc9u2bVzZXEDZ/HWTYm6qsCf7usk4Nwcx8fXg3mTDK6U8z8vPz1+zZs3IkSM7dux47rnnXnXVVS+88MK6desKCwuN05t0GsdxXNcNSrkH9df79OkT+LplWclLJnHOTWVQc18VOwDPCQlUXQJH93VT2FyXiFHUY07MjhSFC/MOOFOnbL3/zinN6r990QVDO9788YTRuzanQ34uRCMQjUIsBnFLOR73KKeCM8m44kIJLe4gdbT90DSY4Ec/i12Xi5G68eDxkg309ao7lvDMkAASqLoEhBDJicTJvp6WlrZ69er8/HyTuWCsDOebnoS+NL7OGDP1YZo2bXrhhRd269ZtwYIFyannlmWZWopKqeLi4ldeeeWKK6449dRTO3XqNG3atNzcXM65mbcaZL+YtZOCvHZj6mbWqeM4ZkFTALBte+vWrZ999lnHjh1btmzZunXrgQMHLliwoLCwMOrfzFcFU6k9WN+UMRasb/qcf1u1atWBAweys7MLCwtjsZgJ5HueZ5Td3J8EvviSSKB6EygVmpb+ikYMgPmmfvDapA60QyRK9u+Pbv4l8uZr31zWJK3umb1bt3hlQO+li+d74UIdXNeyHgfLAccDj0nCORGUSsIkZYqbZPSgJkxpHU/kw5Qv68rPgi83kF7qIo7xx4MXh1tIAAkggZpMwHVds1a9qRlYWFi4ffv2qVOn3nrrrWlpaatWrcrPzzeV/YQQJrEZ55v+2gPC8zzbtoUQ69ate/nll6+88srGjRs//PDDCxcuBACzEKnZsCyLMeY4Tm5ubt++fS+66KJTTz31nnvumT17tunISCQSi8Usy4pEItFo1JSUKdfXTTUYAHBdd/PmzSNHjrz99tsbNGhw4403Dh06dNmyZbm5ueYbgplC6jhO4OvmlCilQoiMjIxRo0Y9/vjj995778cffzx37twpU6bMnj176dKlGzZs2Lt3rylVyTk3s1RNSmzy/a+NG18PCVQ/Asl6KwAogOs3adxYSXAcwrjOQysqUKu+zx4/esndHUec/b/3XdY47YmHPl/0VXT3drCi4FjgOLp0jEvAY0CEJIJTSajyqCJMmUVRdenGoBrM4ZTdPA4qqCzjb+jyUIc2nQtf+rFjfaT69RSeMRJAAkggFQLRaHTjxo3z5s1buHDh3Llzp0+f/tlnnw0fPvzvf/87+noqQCtjH0qpSTLZuHHj22+/ffXVVzds2LBLly5z584VQhhpVkoFT4vFYhkZGc8880yDBg1OP/30Bx54YNGiRQUFBZTSoqIiU0zd9m+u65ogdxBxD5JhTM5MNBr96aefJkyY0LFjx4YNGzZr1uypp56aP39+bm6u+QJnKrKb6bDmBExg3gT+Oee7du0aOXLk448/3rlz548++mj27NmffPLJl19+uWDBglWrVu3cuTMUCgVVKU2IPVg4t/qWH6qMYYDHRALHRkAAEADLb76vC1AcbIu7rgcSNqdHJ01c37XzhNYtnjn/rHvvu2PMh+PX52SCFQbXAs8FzwtkHYgUVDGqCAWXaoGnzF8XySx+dLggemDwvqwnTVOVJ1AKplynPzYi+CwkgASQQHUnEI1G161bN3PmzNmzZ0+fPn3KlCmTJ082vt6vXz+Tv2Di66a4CObDnIQeN7FnQsjGjRvHjh3bunXr888/v3PnztOmTYtEIkX+LRKJOI5jUpfMl7Ann3yyUaNGf/7znx9//PHly5cXFhY6jpOfn29ZVpACZeqpmyKMxrONwVNKGWPRaHTVqlVvvPFGu3btzjrrrL/85S933333xx9/vHfvXjNhlFIaVG03WTTmPpB+zvnOnTtHjhzZs2fPJ598cv78+Rs3bvz++//P3nvHSVVl69/3n3t/7713bhodHceEiChJQYIwmHMWEziijphGRgQJIgJiQgwoJgYZEAFFBB1FRxGMIJKRnEHobmg6Va4Tdt7r/eyzq04X3U2Gprt61azP8VTVqXP2fvah51urnr32vEWLFq1YsWL9+vUFBQWRSMR1XXvF0Piei+xHQXG8JCpQjxWQQWY9BZAMEu3GFKMlcArpBJTsgM+mb+z3yNQ2zXqeccqd7Vs99OoL3679RZnuaqAeUAKUAmVABVAJVCmmBQMWwDoNeV0AkyZCk3o1n7q1voQFZSp3DjaVjrxej+9JbDoqgAocjAKWvO3CNY7jbNu2bVnwWLJkycKFC+fMmTN+/Phrrrnm8ccfnz9/fmlpqfUh209xztEPczCiH8pn7NQBz/M2bNgwbdq0K6+8slGjRpdccsmoUaM2bNiwa9euaDRqeZ1zrpQqKCiYMWNG165dmzRpctZZZw0ePHjNmjWxWMxxnLKyMtd1lVIyeNiijVJKuy6ppW1KqZSyvLx84cKFzzzzzLXXXnvKKae0atWqS5cub7311vz58yORiC2gzjnfT17v3bv3Y489tmjRotLS0sLCwqKiop07d5aVlUUiEduw0MWutc6F9fCrxaEIiJ9FBRqSAgLA05DQENPgapAaQHJwk7BtI3w/M/LCsG9uvOqlPxxza7tWDz360NivPttSUmi87oKAlwLqAwt4nQVInsvrDDK8zsG8WQXZd59aqioz6xLMFNMwFPJ6Q7oZsa+oACpwUApYFrKUZYGNUhqLxYqLi3fs2FFUVLRjx46NGzd+9tlnt9xyy9ChQ5ctWxaPx8NLmXUxcjAvxKrwgHq0U5/WS7LOE9d1i4qK5s6d27179zPOOKNZs2Z9+/b98ccfCwsLU6mUdaRYK/myZcveeOONSy+99LTTTrvwwgvffPPN4uJia1u3yfiKigpLzJFIxP56Yu00trqLrZu+cuXKt99++7LLLjv11FOPO+64bt26vf3224sXL96xY4fjOGGF9b3wup3uYPPrvXv37tev39q1a21NSZvRp5T6vp9bBdLSea55HXm9Hv2jwqbWDQVEgOkxDRUBtXsaJKdQXgzzZsPI53658+Zx5zbve9Lvbr/1+uc+mLB4/SonGYF0DFIxSMeBeCYTz5gxvjCTX9dhfp2ZtDtjwIMsOxMmBV9zln2PsC6DGbA1ZsoP7sW6oTi2AhVABVCBw6uABW5rr7D1tW3W3E42tQvdlJWVffPNN926dRs2bNjy5cuTyWRuG2xm1qZlkddzlTmC+5Zxfd+PxWKbN29+4okn2rRp85vf/ObWW2+dNm1aYWGhtcEQQioqKnbs2PHll1/279+/VatWJ598cteuXT/++GNbxtEO85o1a7766quJEydOmTJl9uzZJSUlAGCnitrDrJf9o48+uu2224477rjf//73F1988fvvv79jx45YLJZKpdLptP16YPm+ihMmnGyau17SX4PH2rVrrUz2EnbfOukJISGaI68fwZsJT53/Cggd5NcVRBWkFVAF4LuwcRW8+2bpTZePa3l63yYn3X/tZU+PHDFzzYpEabGIlOqtm2I7C91EVPmuya9bXg8sMZopEfjXScDrBtn3zOumFnslrKuctDrm1/P/xsMeogKowBFRwJJ3WBrEcRzf95VS0Wj022+/veWWWwYNGrRw4cLy8nJLg0opW8AD/TBHZDz2clL7gwil1HGc0tLSDz/88M477/zXf/3X1q1b9+/ff8aMGVu3brVzSdevXz979uzhw4dfe+21rVq1uuSSS8aMGbNixYqwUKPrut99993w4cPvueeenj17vv766+vWrbN+G9/3U6nUrl27Vq1a9dVXXz322GPt27c/9dRTL7rooqeffvqnn36qCB6lpaW7du0qKSkpDR5lZWXRaNTeGXbqqnWi26+DYT3HRx99tE+fPuvXr7fdzJ1Iaku/V1lBKRfZ96IMvoUKoALVFFBBJUefqgQVvgZTT33TOj1jaqT/QwtaNBrc7NRHL+40+PlhX3z79ZayEpFIsHiM7NwRLStJJeLU94x/nQXelyB/rpmSzFRypNz4YUxYM0yYXA9c7MKsXVoF1pHXq40NvoAKoAKowIEqYL0xdoKfza5a33JFRcXs2bNvvvnmgQMHzp8/v6SkxPrXLTSif/1AdT4Mx1uetpM7U6nUhg0bRo0a9d///d+//e1vzzvvvEcffXTKlClbt25dtWrVzJkzn3nmmRtuuKFRo0YdO3bs379/QUGBl33YRPi0adO6d+9++umnt2vXrlevXgsWLLDE7HleNBpdvnz5u+++27179w4dOjRu3Lhjx459+vSZPXv2/Pnzly9fvmLFil9++WXp0qXLli37JXisWrVqy5Ytdv0jm1kPf7ix3/O2bdv2xhtv9O/ff9CgQRs3bqwuR/iTTfW38BVUABU4cAWss0SmvWTaYVrD1s1kxvTCp/rPu+b8Kcf9R89OrZ969KH3v5+9s6iAOa5yPMf1XM9U9vXSac/3OaGamtqN1qKumZRc8aCSIwtgnQYzTTNOmKBQTAbWtSndaKvB2DWagm2YWbc7Kuctu39wThj7qQNXBz+BCqACqEB9USDMXYa2ljDXzhgrLS39+uuvLa///PPPJSUl1tdgTRk2kRp+MDdPWl+6b9tZn/zr9qtVmAWvqKj4/vvvH3jggYsvvrhVq1YdO3a87rrr/vKXv9x9993XXXddq1atrLv9vvvumzRpUklJicX10LUyderUbt26nXzyyeecc07Pnj0XLlwopbQl3iORyLx584YPH962bdvjjz/+P//zP0888cSLLrrosccee/jhh++///4HHnjgvvvuu/fee3v06HFf8HjyySfffffd9evXp1IpWwKyRj/MY4891r9//zVr1ojgUb/uFWwtKlB3FAj/fIf+sept40K4vu96wnXATcFP38dHDPv56gvHnHvG6+2ajXjono/GjV6yYlmspMR3fMel5R6N+jThk5TnOz6lhApCJTErJGkmAl6XQmguzDMqgUhTOcYUh7GwHtRilwGsW16vRuTVGb3KKweN7NU7j6+gAqgAKpAvCuT+wbce9Oq8fttttz355JPV6zna5Cny+lG4F+zkA1vjvKCg4PPPPx82bFiXLl06dep0zjnntGrVqmnTpqeddlrjxo07d+7co0ePCRMmLF++PB6PV3GZf/LJJ/fee2/z5s07d+7cr1+/RYsW2cy967qRSGTu3LnPPvvs2WeffdJJJ/0ueJx55pmXX355586d27Zte84557Rs2bJ58+YtWrRoGTxuuOGGIUOGzJs3r7y83BaZCQu6299rtmzZ8tprr/Xu3btv376rVq2yNK9UUD/uKKiIl0QF6rEC4d9u+yd4T8jueTISJek0JKJQtBUm/m1X95unNjv1yXPPGnFP1w9Hj1oy94edW7bEyyMJh1S4fIfHSwmPEJbwaZpQnzBOmCBMUuODUUxILqVQGWTPwjryej2+kbDpqAAqUF8UCP/shztSSjsPtaysbNasWbfffvvgwYMXLlxYVlZmfQ02vVvdD1NfulylnfUpvx42PRfZHcdZuXLlhx9+OHTo0G7dunXo0KFt27YXXXTRww8/PG7cuJUrV9qqixbW7epFdjtr1qxBgwZdf/31d95558svv7x48eJkMkkp9TwvEoksWbJkzJgxt9xyy7XXXnvZZZc1Cx4dO3a84oorrrrqqk6dOrVt27ZNmzbnnntu2+DRpUsX5PVwgHAHFThyCoR/rHPzJTVcToPjQGmJikdhx6+w4Dvo/+DaVqeNOP2Ex2+48u9j3143b250+3a/cGd5eWyXw4o8udWXRUSUERb1WZIwlzBGmKBMUm55Xe3O67lOGC7BrnWK+fUahgJfQgVQAVTgsCtgU+yc87KystmzZ3ft2nXIkCF7mm8a/h/HYW9GrZ2wXvK6rZlvyzs6jmMrcS5duvSLL74YO3bs6NGjx48fP2vWrLVr19q0OqXUdV3f961TxW63b9/+008/TZkyZcaMGStXroxGozZLZ0t7FhQULFq06IMPPpgyZcrUqVPHjRs3duzY8ePHT5kyZdq0ae+///7EiRPfe++9iRMnTgoe77///owZMwoLC+0apTznIYQI55vm+mHs979aG2m8ECqQHwoEf3YNq9uqutmJ/7pK77QG34NoBRRtg5+/hbeGu7dcvOyM3796/rlv9O/99ZwfkkVF4FJIePEU2enKLZ5eT/SvVBVTUUF4nHCHcEo5p1wEvK6ZsLwuhTYp9hwnDPphqmiPT1EBVAAVOOIK1MjrixYtqrE+DPL6ER+PvVxAa00pDTnbHum6bjJ42KrnUkrP89LptK37k8vr4fG28rp9CgB2QVNbwT0ajbquG4K1EGJPDpZkMllcXGzftYdZt71NAQJAQUHBm2++2b9//4EDB65fv94asMKL4g4qgArspwJaS6Wp0o7UaaE8IZkQkgslJEhTnAWClYi0BrPmUawcli+ECW/Fu9/47Xlnvd+i0Qt//tO0d8etLSgAws0FpVnJNObJYl8VEbWLqgoqYoQnKfdoLq8LFfC6EkoJLXfndZtZN5NNg+IwCnS1yaZVfOo1Pj1o83rVryr7KSQehgqgAqhAPVYAeb0+DZ4trpnbYutnCok5rLRv53fmZL25zaZLKauYX7XWYbUgxljuAfb7We7lwn1bWsieKmT68Pd65PVQKNxBBQ5aAfsPUGkW1FOPSCgTOs6lRxn3fJ52WNqRri+5YXXz8NJQsBE+Gq8fvmte4+Oebn7KS9de+s7oN1YtWeymHGAaJChfJ30V91WcqBiRcSoTVCSpcCj3KWdUCGNbN3iuhTIRFGtUwdRSrkAEYb8mmG8KmS8LoOFQ4PsgPnvQmuIHUQFUABWonwogr9fPcduPViulLLXbbUjV+/HRqofs/YeV8AuA/fKQW8+xb9++AwYMWLt2rf0Rv+p58TkqgArsWYEsrxMJUQlFArZxKGMy7VPu+jLtKMcDn4HMnqFwG3w1Hfo/UHBBm8nH/Hvvizu99dSgH+bOSZaUGVinAD6kHBlxZZIon0hGTD0Yj0qHCs/UhhGMCWHKOBpYz7J5QPlBKp/bhHq12o056e6DIO+D+0i2y/hfVAAVQAUaiALI63k70IeR1/dHI60159yumqSU2rp166hRo/r06dOvX7/Vq1fbTP/+nAePQQVQAatADq/HBRQLKGS6lMo44R4xJQCMEyZ8cAlzvmOP/3VF+zMnnfg/Q5qcNLhfrx/m/MDLykwVRg7gKZ6W0bSscGWKKEqkpJJTSZn0TUkYA+s8h9fD/LrJyge8njHAIK+HmuMOKoAKoAK1pgDyeq1JXdsXyjWU14J9POR1W7e/Rl4PM/G1rQVeDxWohwpkeZ0Z5zpEuC5hqozICBFxIlwJxoRiFjVVEE/B2rVy5IhlF7R9u9Gxw5ufNvzOW6e//15ZUQGkXVM43ROQFjQlY2mTX08TxYiQxGTTOZOW1ENYV6EZJscPI7NOGIW8Xg9vJWwyKoAK1HsFQsNzeXn57Nmzu3XrNnTo0EWLFlVUVFgDhcUwa2fIA9yqr/VhDu5GC30stTByyOsHN0b4KVRgTwpkeF0JqXyhUlzGqKwgstSXJUTGBTCujR8mnoD16+X7kzbdefvE4/77kZN+++TlF7wz6uVNSxaBFxhmPA5JCknuG15XUVel/QyvSyZNERhmJrFKO8GUm1cyyXWhVNa/bjzrCgysI6/vabzwdVQAFUAFjpwCNgkrhKioqPjmm28sry9evLiiosIyXjgdsRaQ78h1Mzxzw+L1sNu1sIO8Xgsi4yUalAI5vE6FcrlMUhkhssRXxZ6IpEkqlvJKyuTGjfKzf+y8965JrVsMOva/HujU5tXHHvnuu9n6162QTEPKhySBOFFJ5qdkPK3irnIsr1MpuTJTSwNGV5bUg6e5vK6yfpjMBFM7zTSYaRpUpjFZ/pzHwfnRD/RTORfEXVQAFUAFGoICyOsNYZRro4/I67WhMl6jgSkQ/IEWUhGhHK4SVEWIKvdVqS9TRKp4Sm8v1F99WfzU4B87tBnWsumATu2ef+TBf743vmD9OigphUQaEh4kfIgTmTC8nnJUylMeUYwqwZTiQREYy+jhNlMZJigOo/RuOXVtajeaCMw44XY/RiU89rDs7McF8RBUABVABfJJAeT1fBrNo9kX5PWjqT5eO08VyPJ64IdRcaajVEeIjlBNAcDxYdNmePXlhddeMeYPx/61Y9vn+jzyzymTC5cthZISiCYg4UDcgziBGOEJRlLSdbXra0I1Y1pwrYTOlILZHdbBONeVVtqE1rnl0y1uH5Tch4XUD+H6B9Vo/BAqgAqgAnVCAeT1OjEMedAI5PU8GETsQl1TwPyBNo4VV0LCTDmFGIM40UkiNVdQWAQzvyr7c/cPzjhl8AnH9Ol688QPJhUsXsQLCyEah3iQXI/7EKM6zkRKMEcT36yXxLK8LvfJ64Enx/peanK/HJBeyOsHJBcejAqgAqhAjgLI6zli4O4hKIC8fgji4UdRAdjdYWLg2DhPtJaaBrBeyqGYQZSCQ5RwfNhVCj/+kHh5xMILOr543P/2atn06ScGfLdsKRTuyMmsGycMxJlKCuEo7gEjJjjVfD/z69ZDn9O2Qxgp5PVDEA8/igqgAg1cAeT1Bn4DHLbuI68fNinxRA1RgRBmrflEaluPRSsJvoCIgAIGv1KooJoSAZEYzJ2TGPniki7XjW3e5Mkmpwy9vcvUCeO3F++CSAISrrGtm8y6D3EKSaHSSrogfOAmuQ6cgeBaGj+M8a+bpZH25IfZndcPbWDCLh76zqE1BD+NCqACqEC9UwB5vd4NWR1tMPJ6HR0YbFb9UMAyrNIgNQitbeEWIZTk4HIo4bCJwjoKZUQpwmHHDnj7jYeTA/MAACAASURBVJVdb3r/9JMGtD/nla43ffrqS1vnzpHRBMRdQ+oG1gnEqUpwmVLSAeEZXjf5dQqCgYH1A+H1wyHioWN6eIbD0Rw8ByqACqAC9UgB5PV6NFh1uqnI63V6eLBxdV0Bs/aRyalrITWTiklNhaJcUaY9BkkGEQIxTyjHg1gMli+FB3tMb9b4iX/7l9tvvObd11/Z+tMc2L4dki4kfUiYAo4yTnmS8bTkjuYecJtcr5pfz6TYbVVHs81m3DPzTbP59cMhX0jbh75zOJqD50AFUAFUoB4pgLxejwarTjcVeb1ODw82rq4rEPwp1kIqLhQzpC59pjymHCo9IpkvlEOgIgK/boHZX/kvPf/LH9u90PjE/mc1fnzEc8sXz4ctm6G03MB6kpAE9RPUT3HiSOpq6gENpplSApSaYFk/jBSG160rJqy5bjL82VrrFtd3r7B+0EoeOqaHZzjoNuAHUQFUABWonwogr9fPcat7rUZer3tjgi2qRwqYmaXKLGXKuKRMEipdKtNUJojwHB8SSYhGYdN6+HKG/9TAX669bFyz04Z0bD2yR/dP/vlZalcxlJVDNAlJQpMsnmKJNE850vW054NPMkGoqeRImWYMOA8s7ELLgNcrjewW1pHX69Gtg01FBVCBhqAA8npDGOXa6CPyem2ojNfITwVM3lhrJZUQknPBqGBEEMJdnzsek7E4FBdD8Q746Qd4+snFF3Z449j/eqDFGU/ed9dnn3wUWbfGOGRiSYg7OkmcFI+mRdxVKV+7BDwKPjW87lHtU02YCcYzvC6Q1/PzhsJeoQKoQN4pgLyed0N6lDqEvH6UhMfL1kcFQmOH3TELEyklpRRCSi4k5ZIw4VPuUeb6kEpBSTH88C2MeHbFpee/3uiEx0449oHbu4wb8/bGrVugtAziKYgkVcwlKZoOYD1JwKEG1nNCe0z7Aa9T5PX6eNNgm1EBVKAhK4C83pBH/3D2HXn9cKqJ58pzBczsUhsaVOCEkQGvS+Ne55oykxX3CLg+OC5EKmDjWhg5YssNV43/wzEPn3z8Ix3bDnv+2Z/m/USZMKucxh1dkXJiXirNU65K+tph4DLwmOF114R2zbzVANm5Rl7P89sLu4cKoAL5pwDyev6N6dHpEfL60dEdr1r/FMjk1MOCMIFtXUopOZeMmdmglILvg+eB64HjwMpfYNyYnVdePO7UE/o0OrHXrTeOf+mFhbNnRTdtgZRnqq3HXBJzk0macmXaN5l1A+vchBuAu8sCXufa48rP8LoWXFfxw5gpp+hfr383FLYYFUAFGoACyOsNYJBrpYvI67UiM16k3itgVi0FqTPlWLg01WB4YINRjGlbwMX3IJ2GZAIqymHbVvhg4vZ7/jT99FMGnvC7Bzt3fObpp374/vvk5q1QHoM0gSSBBKFJ6jrC9bXJpmdh3SJ7sNUe1z7XJAjGNQ9gPZfXM1VipFlR1daH0SpTHgbrw9T7uw47gAqgAvVdAeT1+j6CdaX9yOt1ZSSwHXVbgcCqburACEmNU90UWWdcSmODCdLqvg9OGuJRKC+BzRvg268Tjz3yxRmN+h37Pw82a9q3x5/f++ijrYU7TWbdV+BrcCU4QriK+ZpQ44Fxg8y6J8CGL8wKqcSEpkKzILgwyfUqvG5qOxpeBy21gXXk9bp9K2HrUAFUoAEpgLzegAb7iHYVef2IyosnzxcFgj+5ps66LbJOmPSZpEwIyoAQ8FxIpyARg0gZLF0oJ7+7qddDH196/otnNOp3+UVvPfrIjImT1i9YHN9ZBikKPpjwNHha+1oR4BSITa5nYd0LYD3gdQPrlte50HvhdWV4HZDX8+WOw36gAqhAXiiAvJ4Xw1gHOoG8XgcGAZtQNxXIrQZjZ5cG6yKZMjA+ky6THuWcMG0y647JrBcXwfpVMHHcxp73T2t39hOtzur7xw7PDBwwe9r07avXiV+L+K6oSrMMr/vaJNqJAqohKKxuDDBZXq+SXEder5t3CLYKFUAFUIF9KIC8vg+B8O39VAB5fT+FwsMamAIhrNuCMIFz3ayLJIRkXHrMLIqUJpwSGvB6CqLlsHyJ/uC9rfff9X7bFoNPPPa+zh2e6tXz448/LtqwGZIeRNKqNOGnhTb59QDWrd+FKmCgOPjcGGByIzTDIK83sLsPu4sKoAL5ogDyer6M5NHuB/L60R4BvH7dVCCsBiMBJIAwM02VMLXWLa+rJJVJwqlZ1sgzyfVN6+DDSVsfuvfDzm2fbXJi/5ZNnri3+6QJ765dvMwpiRhAdyRLMt/TwgdleF2Cz4wPhkpgGjgQbt3qVbboh6mbNwi2ChVABVCB/VAAeX0/RMJD9kMB5PX9EAkPaYAK7MbrGoQCrjQL/OuES4/KtM8cjyjig5OC4kL4dmZsUN+Zrc7o0+j3DzY7rV+Xa99+beT8JUvdgp067gLRQEFTAALKB0W0ccIQAVSAya9rvQdeN+Z1qVkQXGoutQhCSmVDmQrwZr6psjNNw8mmWh+m+jAAEP7YcCg7DfAmwi6jAqhAg1cg5PXy8vJvvvmmW7duQ4cOXbx4cUVFhf0rrbUWZs09qZTKA7X+JQ/6UDe7gLxeN8cFW3W0Fajk9aBMolDApCnV4jHpMOn63CmPRCIRzgkUF8Ccb1JDBsy6rPNLx/znHWef1f/ubpM+mrJj8WJvW4GIJLXLgQIww+s6w+sQELwMk+syTK5LIMHLJu1uQwELvi1wFVRaV1pmQymD6TYqZ5oebenw+qgAKoAKoAIZBbTWwSLYory8fPbs2V27dh0yZMiiRYvKy8stoCulOOdCCGWyLplH/ZUPef1IjR3y+pFSFs9bvxXI8HoA61IBN7AOLlNJIpIuSSSdRCSaipRDIgI/zEwPH/rTVRe92qLxoMZ/eOT2m8a++dqKzRuhvAIiSe1wQbRmGV5XWV43uXambWZdCuA21Z4l9QysG0wPQgPXgSfHlFmvjNzijdk/84cxrV6/RxBbjwqgAqjA0VdABYtgc87Lysqq8LqUEgCUUowxm2IP/44f/XYfbAuQ1w9WuX19Dnl9Xwrh+w1QgdD2oYJlkrQEJTRn0ifC8ZkbjadKSpOMgpOETWvg6Sdmdzi730nH3n120/633zT6zVFLFvzsVUTAIabgCwXJQAfJdQPrWV5XFBQDxbTkIASw3XndZtZzYZ1rbTz0ObBuwb0yH5MHf+gb4K2GXUYFUIH8VgB5Pb/Ht/Z6h7xee1rjlequAiGgh2l1pUGBWdMUVOBeZ0IRJnzKPF/HYrqk2BSEWbWMjX1zyfWXD//DMbc0P71H15tHvTlq3tw5ZUU7IJYEh9pajcrCOg1gfQ+8zgNkzxhgsk4Y5PW6e8dgy1ABVAAV2B8FkNf3RyU8Zt8KIK/vWyM8Iv8VMFhuQ4Mpta6NR9ymrkFKYBwIBZ+A55ulkeIR41lf8wtMHreu642vnnHK3cf815VXXzbwhedmLFhQWlwiXQYJjzlcWBsMA5NNPxBe59I4cJDX8//Owx6iAqhAfiuAvJ7f41t7vUNerz2t8Up1VIEwpx4UWbd1G5U0D6WlBM6B0oDUPQPrngOREti4Cia+s+XeP/395N/ddtLvurRv3ePZp6fOmrWuaKeXcLivmMMdTxHjeMnCei6y232mFc/4YYQIAN1ierjNMa/vxQ9T1RJTR2XGZqECqAAq0PAUQF5veGN+ZHqMvH5kdMWz1iMFrOdFmuorikvFpORCmsn6nAMhEIupRBxcF1wHUgko3wVLfhaTxv760N1Tz28/8OTjb76w0yO9/vr6Z58tXr+xJJ4mLveJTvs6ScBjICyyh9sMqRvnuuIBrwsQ0kRlQj07zVQoU0dSZGeaVjevhxb2sJajYfd6JD02FRVABVCB/FYAeT2/x7f2eoe8Xnta45XqqAJag1SaK8WkokJSLijngnFNKSSTsHVrekcRuGlwUxAphQ2rYczra2659p2Wp/c7s9F9F3bqPejx9z77bMm6DTvLYjGXp30VJ1DBIMbAYcCYNmgeRsDoltSV0EpoKbXl8oz7JRfWs3NMa5xpmlsoJtxHXq+jNxk2CxVABRqmAsjrDXPcD3+vkdcPv6Z4xnqmQIbXA1gnXPpcEMo5Zdonhtd3FEEiZrrkJmDtCpj492097vyw5elPtGg84IqLnn683+RpHy1cs664pCKaJBW+ilAoZ1DKDLKnGNBsHj2H0ZUya6VmwvC6yaCbio3ZqLkUTAjle90xRnx8oAKoACqACtQJBZDX68Qw5EEjkNfzYBCxCweoQG41GFMHRoOBZqEolz6TLhUuYcynyvMhlYKyEkgnzGTUwi0wY1q814Mzzm/3zMnH3X9++2GP/GXC1KlLV6zaGUl4aZoOYD0aZNZjDJLM+GF41YS6XY60cmtM8rvn0W02fU/ul73CupZBWZsD1AMPRwVQAVQAFTgyCiCvHxldG95Zkdcb3pg38B6HsG4LwsjADCOEElwxpjyq0r5Ie4y4RLk+pNMQrYCSHbBtE3z2UfzJvnMvaP9CyzP6tmnRv+eDU96bsHjl6oqSSMoT1FdJCmUMogGpOwx8Y4YBEfK6cb9UYrqSmX3L69WRfV9cXrlq0u5HYn69gd/g2H1UABWoSwogr9el0ajPbUFer8+jh20/CAVyqsGYFUO50lwqwaVgklLlEpX0ZNI1vK5dz/B6LALLF8PkcQW9H/zq8s5vn3Xq4+d3eO7e7u+NGb3kp3nFO0u9JElTU2w9SmFXYINJM82YlkHsZoOxjK52e5jXqq2CdAivIK8fxE2BH0EFUAFU4MgogLx+ZHRteGdFXm94Y97Ae1xZDUZqFgQVijJJiPCI9Inyfck8Cq5nzDCxCthZAB9Pid7T7cPWZw0+8ZiHmzbqfdcdY8eOWTJvXun2IpJwlSdpkE1PMYPsCaZdZlL1gilZmVwP3OrSkno2tW5y7EGeHXm9gd+U2H1UABXIVwWQ1/N1ZGu7X8jrta04Xu8oK6C1VkoLqbhQZtFSrgLPunR84TDNJYAEU1uR+LCzEBbOg3GjC++/658tmw45q/HAP7Yb8Zf7p0+euHbderqjhEWTMk2lK4ivfF85RKeodpgiTPEMryvJgxBSClvSXUqzFlM2lJQa8+tH+ZbAy6MCqAAqcKQUQF4/Uso2tPMirze0EW/w/dVm7VIlpGJcmrQ6lS6VKSLiPk/JQB0BkEjA9l9h1j/VyBc2db3pk3at3jj19wMvOf+tR3vO+mBywcrVNO1Dmoo04w5nDqeuIJ4gviREUio5M+4a47EJwxR0l+Z/BtCzsB7sIK83+FsSBUAFUIH8VQB5PX/HtnZ7hrxeu3rj1Y6uAsa8rrWSSghpaqxTQYnwCXd9nnYpsY1Lu7B2DXzyUXmfnt/8sd3LJxzzyMnHD+jQ5oWhT/781ZfO1l+hIgYpCmlG0pw4gjqCupx6gvlBUMGZjSyvZ2Edef3ojj5eHRVABVCB2lYAeb22Fc/X6yGv5+vIYr8CBcJqMJU7Aa+b9UuZWRtJEiZ8yj3KXAKEmXVMV62CKe9v79Prn5dcMLLxKb0an/LIFZeOevKJbz//vHTjZqiIQ9KDNIM0J2kD68wRzBWsOq9zYXLqObAuTFpfSlUtvw5a5sYh2dlxvine+qgAKoAK1BkFkNfrzFDU84Ygr9fzAcTm710BM7s0iAyvm2rrWkkphVBmBVMGPgWPgOuD40F5OaxfB1Mml/Tt/fX5HYefeXrfJqf1vPzS4UMGf/3td9HN2yCWhqRvlkFKc5kWNC2pI5kjmSv3xusW2pUpGpnh9Rxkl6CCOFzIjry+9zsC30UFUAFUoBYVQF6vRbHz+lLI63k9vA28c5bRq/J68NdTCwGMA6Xg++B5phqM48DyZTDh74X33TOj83kvnt6oV8cOT3e/8++jRy+d81N8ZymURqEsyUri6ajrpwWrkdcJZ6EfxubXsxl2sQ9et9Sew+4HmWVHXm/gdz12HxVABeqSAsjrdWk06nNbkNfr8+hh2/eugE2u24ovOjyUC5VK+fE4Iz5QAr4LsSgUbIeli/133l7b465/dDz3lRZnPtG29aA/3/3eG28sWLAouaME0hTiHlQ4Xnk6GSduYIPJSa5L5gtOBKdBMMG5CTvHNDTFmPy6rjbfFGQ2xR4iezbXfjDIjrwejjTuoAKoACpwtBVAXj/aI5Av10dez5eRxH5UVyDkdZH7nk9EUVH51i0V6SRQD7w0FG2DH76teHn4nJuvG9PkpIEn/67/ua2Gdb9jwltvLfl5QWJnGSR8SHFIMpYUrqt9VxFXUjewwditJxiRBtbtTFMD6wGuBzVhqvI6CAXShK0PUwOvq0o7+wEjO/J67mDjPiqACqACR1UB5PWjKn8eXRx5PY8GE7tSRYFcXjeuGK6YR2gyRRIJkU6CZJCMwub18I+Pfh38+BeXXzC8fatn27UYedWFE//64Mzxf980f6GzsxRiTkDq3EtL14W0D54PxFPUy/K6J7kvOQ1qOGYy6wbXTXo992Es80JqIQ2vB8iuDbXLmnn9oI0xyOtV7gJ8igqgAqjA0VMAef3oaZ9fV0Zez6/xxN7kKhBONpVgAJmm3Hg0nozGfEpMORbiwpb18M9/FA3qO+PKi144+bj7Wp81tMvVHwzss2jShB0rV0JZFIgCh0NK+EnhuZr6IAhIH4SvuKe4J034ihOzmqmpuc6E4EHkkrrdz/C6RF7PHSPcRwVQAVQgnxVAXs/n0a3NviGv16baeK1aV8BOObW8TlJuzPB6lFEffAd+3QiffrR5YJ9PrrxweMsm/Vo0fvyWayc+N3jVjOl0zSpIpMAXQAFSQqRk2tHEM6QOvjZBQBOQmdCSBrxuV0cy9peaHnbFJG0S6qEZBvPrtX5H4AVRAVQAFahFBZDXa1HsvL4U8npeDy92zipgeB2ASfB9KpJJiEVg0zr+/rvLHn3ovc7tBp7bbOBF7V/7yz2zXh2++fOP+bpVUF4GDoEkgTihKeE6OukBNbCugtCG4ymobEiqJVOSK8nDcjDVkN3yepX1TdEPg/coKoAKoAJ5rADyeh4Pbq12DXm9VuXGix2wApXrHAGE+zWexbpfbB0Y41YPSq1rU269sjaMKcWejMOm9fTT6Wvu+dPLLc+86zf/dsk5zXo+cPcHM6bHlsyHLRshETfl2OMOlMRSxdFIirs+uAQYASDa8DqpyuuKgeJaBbwuhdwtZO4jqL8eTDO1k01VJt2uVKYKe1giJse/Dlru96xTBTq3tzUKhS+iAqgAKoAK1JICyOu1JHTeXwZ5Pe+HuJ52UBvw3EtUwntA8drQuUmiCwAZwDrnknrES7tuKsU5M6TuJmH7Fpj7ffHbr8/ucdfLTRrddOJxVzc7444ed78+dvTClb/wwkKoiEDKMcn1FIG478d9x5W+r30CzGTTA1JnAAw0A4PpLMiyW14XSgklbdiFkXJZXZqVTWUlrCulgwAD69nYS4/38y0jDD5QAVQAFUAF6oQCyOt1YhjyoBHI63kwiHnZhQDWgxy5zZTvtrXomovsWoPUwBUQaeaIEqE9KjzXd1OOk0jodAISZbDuF/h8+s4Rz3x1V9cRHc7tccofrmnb+s933Tl89Nuz5s0r2FWiEylIE0hTnWbS4dwRxBXEl4QoShVjWjCQHBQ3sJ4bmfy60CpA9sxWKiXV7o9MDccgua6UDh679yznV4Tw54QD2snLuwE7hQqgAqhA/VQAeb1+jlvdazXyet0bE2yRUcDyejbtHOafwx2tQNuVS4OtDkokEq5TPk+kvbhL0oQJLkBwU2S9vBjWLIUp44sG9Prk0s79z21197mt7rrp+kFPPjH5o6lLly4t2VnMUq5Jq6epSDOa5sQRxBG+K3zPIDslijLNuTmfQfYgs16J7By0MLaVffO6CpEdeR3vdFQAFUAF8l0B5PV8H+Ha6h/yem0pjdc5MAX2xesW3E2x8WxwBZ6AJNcOk1QFV+MEYmXw63r47svE6FdXPHDXexd26HfK729s3fzOm6574uURn335xcaNG7zSssAD44NDwWHC4dTh1A2S6xlYlza/nsvrBtZ5EHYn4HWD7JVRPb9u/nJnwphhML9+YDcFHo0KoAKoQD1TAHm9ng1YnW0u8nqdHZoG3rA987pdYciWRcxNsTMFaQWJwGGeES9aAisXwCeT4s8N+ulPXd5u0+zhU39/8x+OvfrKi/sMHjjp+28LigqBUhDS1I5xDK9L19hgqCuoK6kniSdNcp0qRjXfPb+uOUA2DLgbXs8JZaaIVvPD5LhjkNcb+B2O3UcFUIGGoADyekMY5droI/J6baiM1zhABcIppDl+GIvpQmgbXCguzPzNML8ug1qLjvmIAj/wwMye4T73+Jor/zim0znD2rXs067VQ9ddMfixR94d97effvyuaPNGEokCF8AlEA4pV6QJdzlzBfUkNSuYKuor44SpzutBZj0zv7VyluvuvK72yusK8+sHeFfg4agAKoAK1DsFkNfr3ZDV0QYjr9fRgWkYzdrrREpT8iXkdQlSGlLnXAUhGZOMCsE4MG6YWwTLhnJpSD1WAWtW+DM+2jno0R+u6jThD//16Jkn97rovIF3dXvlhWdmzPzi19Ur3F07oaICUmmg3MC6x3TKo2lKPAPrxGC6ZkRlojqviyChbovRSFuSJuPMscZ6MyPWlJLc88OaYXRY9UUFvyjsVZHcCbZ73G8Ydw72EhVABVCBeqEA8nq9GKZ60Ejk9XowSHnaxH2hqa4R1pkhdcokpZz4lDmudBzwPCA+UAKuAxUlsG6lmvjOmnu7Tm7T5Onj/7/+x/xbzz+2fvrh+yZMGLdo8cJ4LAKeY2wwrgdpz9hgXKpcxh3iu8z3jQGGmGowwKnmVLNsGD8MM/NNzZRTAcoaYLLu+UyaP+xUZspsSOV73gmqVh5yWZjcC+fpDYPdQgVQAVSg3imAvF7vhqyONhh5vY4OTANoliXMKrybfWqz1Jn8ugQptOCKG1gXlAoD64T5HuGOC+mU4e9YBRT8Covnx6d/sGlI/69uveZvbc54qlWj5zq3HNf9xs+fHvjzB++t+2lOyaaNrKIcHBcoM4sipX3t+MJlzOPE454vfCJ9qgjTjINgIAyjB2H964bXtRBmVVIlTYGaXAO9QXbbKTt6e0b03d5BXm8ANzt2ERVABRqoAsjrDXTgD3u3kdcPu6R4wj0pEKaArfMjgN1Kx0s2m57xkwTvZqg94HXOg8w6FZRw4jPfZ55HhOOY9UojpbBhFcz6PPrWy6t63vPpBW1ebHbS4CbHP375eaN79/hxyt8r5swma1ep7dthVzGYajBp8JlZs9QhwiHUZcQTni89C+tUUwYsKAVps+lZagdbH+Zw8ropvm4sMVnSP/SdPamPr6MCqAAqgArUugLI67UueZ5eEHk9Twe2znUrBFEL4kF+WgpjLDHO82zYvLXKgXXjitmd17OwTj2PqHQKyktgxRL64bvb+z/8/dV/fO/sU19s03jUxa0ndb360xeHrP1mBo/shGQUEjFIJCAWNyuYmnWRPHCIdCh1mW8y69IlyqXKp5ow42nn5qKm1LoNwTKwbtusDkt+PbNSEvJ6nbtbsUGoACqAChweBZDXD4+OeBbkdbwHakcBnZ2OKY3zWwYucM4NBJspo8IEDba52WtrCte78bpNrlPPo57n6y2bk9/M3PrWyAUP3/35hWePb3bcO82PH9vlgh8H9Ng59mVnzlewbQOkYiYHn0iAT4wNxiOQciHpcocyl/kucz3h+CpNlEO1F/C6ncJq0dxSeybRHnzBMOb1Q+f1ymVNkddr5xbEq6ACqAAqUOsKIK/XuuR5ekHk9Twd2LrVLZtcV6bcoeIgjS8ceBCMGYSmDIiNoFiLAfeg3ItNtJv8OlfSED0DQsB3wUlBMgbRUvjqs6LB/T678fKRZzd+8nf/r/dp/zf84jaTnnns1y8+gK0rIVFqYL2oQBUWspJSzkRGFp9D0iUupS73XOYEvO5U43XzzcGG9bJzCF+pgdfDHxAqpd/Npm6eGOuLqinCDx/6TuXlcQ8VQAVQAVTgKCuAvH6UByBvLo+8njdDWTc7EvKndasb8gYR1F3hFBg1ZVooBULBD8Jj4HJwBRBtipubhwYQoJhUHoFkAhJRs2TpljXw9T/oC4OX/fm2Dy9u/2Lbs546t+kzHVu80uPWma8/9+vP38C2tRDdBU7CTEVNJCCRNDl1KkEGaX6fK4cQO8fU4441wxg/jM2vV/Ovh7we/CxQ+QtAdsqp8dnbnlYdhbD/uTvZSbVVa8rkHnPQ+1VbgM9RAVQAFUAFjpoCyOtHTfo8uzDyep4NaJ3qTsicIawLkExzU9rcBA2CEO0T41XxzPxPSDFIcHAYuFT7DBjTnCpOpUo7sGsHbF4LS3+C6ePF4J7bLz7nw5Ynvdr0+Gc6tRx121VT+v3lx/ffKf3lZ0PqXtKQuu+ZrwKEKcI1FYbXmQKmNZHC49QXxBeeJ9wcXjf+dTPfNKgPkykRYwvFZLe59WHCBU0tr9cgfihBuHNEYV3X0AR8CRVABVABVOBoKYC8frSUz7frIq/n24jWpf5YRg0A1ThhTHJdm+S6r5gXhK+YH6whmtlq37dVW8CNutFdkdLyeDyeJo5v7DKJOGxcA19Mj740dM3dN806v8XUJr8d2fi3z7RuPOKBO/45ZuSvi36Anb8aUneDCo+eBz5RhBEifCIolZwqwbS0QTUnivrSD8rCeESZCOab0iyvm2owgXVnt+0h8bqFdZvkD8E9RPnDslOXbgBsCyqACqACDVwB5PUGfgMctu4jrx82KfFENdUkDAFVmgVBjXmdaO4p5irmSu6ZEJ6UnlS+DaWIlkQrqsEXEE3yop3+unWppYuTMz/f9dqIJT3v/fyaC95p1/SVs099tcOZr99x3UdPD5g/fVLJLwtMWj1RAekEuGmzgpJHuM88IlJEpkwlGBXMJdUsFaS4lQAAIABJREFUQHDJtKBm+VJCJCGKUBvawDrVjJnDzOpI1ePw8Housh8WTA9PgvchKoAKoAKoQJ1RAHm9zgxFPW8I8no9H8A61PyQGMOdHFgHEfA6M7wuXMUdyV0pXCFdoT0BnjB0bkICCcJ2rDwKS5dGp0/d8ObIxX0e/vySjiObnzr05P977IwTBnU++7V7bpk27o0tKxfBrgJwE+bbQDwKZaU07TCPOh5L+jxOZISoKFEJqlNUu8yUa2RMm5LqxkZvkJ1SZRg9N4KlTA83r+fKISFjpbcvhpId+k4duiOwKagAKoAKNHQFkNcb+h1wuPqPvH64lMTzWNS0/BluLZdKM2dUc9AMNNHSVcKR0hHazC3l4IXBwA8KxBAGFTHYtMX75ptf33z9p4funXzlha+2PP3xE/7n4SYnPNG59YsP3Pnxa8//MvPTyKY1kIpCpAzKSqBkFy0pcSoiibSX9FjU4xW+KCeqlKhyoqNEJ4hOU+0xY083q5ZmeF1SqnaD9SC/XjOsV1nf9MD868jr+I8EFUAFUIEGpgDyegMb8CPWXeT1IyZtgzvxXnhdGF6HgNdN5RdX6iSVSQJJH1wKpigMAceHlAPRGBQVwepV6qt/Fr8zeunQQTPv6vpupzbPtDp9ULPT+rVvNbjLNW/16zV90rvLFv5cXLxDuWkQ3NSNKS8nu0oS5ZFEPBV3SNzjFR4v90UZkQGvq4DXleF163gxjB4EsbyefWqz7BboM9vdXTEH4IepkizP/RIT7tudKkceytMGd99hh1EBVAAVqLsKIK/X3bGpXy1DXq9f41WXW7t3XucADICC4XVHQMQR5QlVkTCkThikXVNysaICtmyG72anXx/5y4N/nn75+aPOa/VCs0aDTz6mT4eWL3W9ccIzg7+f9O7q77/btnVreTwVJdwhjPhEeGbSKHWJ59G0xxIej3q8zBNlvrRR7suorxJkd14nihFJc2P3RLtJwFdH9v3i9RqBuwqjV3la40cO4sW6fItg21ABVAAVaGAKIK83sAE/Yt1FXj9i0ja4E++J14PMOlCtfaVcoRxh6qubYEH5RgfKI/DrNli6BGZ+mXpn9KbHH/v2pqvHd2j5SvNTXvhjq7HXXfTRPbfMeqr/qgl/2/7DN7FVq5JFO2NpWiFgu4JCBqW+SPjM8XnK5wmfx30R9UWFL8qC5Ho5keVERnwZ82XSV05QBIaEmfVcWM8k2qsb2fVu3pgjxeu5+H4QmB5+pMHdd9hhVAAVQAXqrgLI63V3bOpXy5DX69d41dnW7gnWZcYGo3wlXcFTVDgcPAkm3a7A8WBXCaxeDV99GRn7t41Dnph7521TLjzvtTNPfeKMkwac03TYbddOHNxvzvvji+Z8429aD5EIuD5wszYRBYgBRAUkqHQI9wl3g3AITxGRICJuQsapTBCZJDLlS7Muki99oqjJrNcUVJly71Vj90IxyOt19ibEhqECqAAqUNcUQF6vayNSX9uDvF5fR66OtTvk9XCCaTDH1HjWKShfCU9wh/M0k74yxhiiIJo0afVFC1PvT9rQ86GpN17zt/M7vHzOmc+2aDy8zVkvdLl6fP9eM//2xopvvy4v2AaxGFBm1joNikZyAB8grSBt0vSSUE5JZRiDDBFOEC4VLjHh+cL3hU9kJrke+tdzd6qSusms75Zc39/5pmG2O3cnN4O+9/3cTx3ofh27MbA5qAAqgAo0ZAWQ1xvy6B/OviOvH041G/C5NIAKShSGvJ6dYGpg3RXcDXjd4SrpQ2lcrNsc//aHLRPem//iiK8fun/SeecOadV0aOuzXrik44Q/3fjd472Wj31z+9f/jCxdnCgooC4BDkIbzvcA4gApDZ4GJoELzbnkVHDKBeWSchVsORUsN4hgRDBfMCKZWS11d9NL+NTw+u6zS6s/xfx6A77NseuoACqAChyYAsjrB6YXHr0nBZDX96RM/r5uE7Y2wWuT4LZ8iwh4O2dF++qZ3awoue8o0EEoCUqYRUy1RXYROF78wKee9iHlQdKBeAoKdsDipc7kySsHPTG9y43DL/zj4y3O/Mvxv72jyal/vajTS33/+v3kcYnVy6B0J/gu+MHKpgbMNeOmSntaQlyBo820VSFBGF5XjEnGBA9CMCGy+/YVszWLm2aDKb7H0JxrUTVMBZqc0EJoKUEprXMjR7iaFo7KleyI7mfHCP+LCqACqAAqcNQVQF4/6kOQJw1AXs+TgTyAboSpcB64wP3AW0IASFDBRZozhUCZa9sIXjTW8eB9m03nSvqcOtRN+elYOhZ34tKaVoJjfAaxJJRVQNFOWLMG5s6hn35S8cqLy/764Ixbbvh7p3bDGp/0YMumvc4/b0i3W97u1+cfr7+6eOY/o2tXmXrqrgOMAxPApUmtC5DBLpHG/U6Ucb9neV0zriiTlEkSBGWC2eCScyVsMClMKIvjnBs0rzF243WhhYAqYWF9N17XVpcqoxDKWJs7VdqAT1EBVAAVQAWOngLI60dP+/y6MvJ6fo3n/vQmQ9oBoHsAaYBUsHUDcBfmFJYvc2E92DeJdG3elBoIVz7nLiMp4sS9RNSJlsZKyuKlVDHbCJ9DaTmsWQvzf9Yzv/TfHbvr+WHrej0475pLppzT9PWzm7zasvHwFo2HXnH+qIfu/Wj0m8u/+Lxo2VKnuBhcF4QKGN1gulkGNBtagpQBpgdbu8+Eplz7XHlMuSakH1C7SbpzxQ1wayGU5EEIFTy1L+7fNriozN0qk1xXevdHzdLXJqnba9XcDnwVFUAFUAFU4CgogLx+FETPy0sir+flsO61UypYvMjM+QRwA1gPeZ0EbBxY0UO/TBaWwRpftPGpE64jiVQkmYw5yYSfSpBkwuTXnWjSS6R1LGlWJy3cAUuW+pMnb3r2mXkP9Pjkqsv+1v6cV5qf/nyj3w89/YRnL2r/7l23fP5k34WjX930+ScVq1ZAYaFZLInyTH7e/gqQ+5VBasiuJ2q8N1l2ZwKIAJ9rj2vXhPK4IsbHrqjQTGjjcZdaZIBby4DgzYu7xx45PpfUJUgFMoB15PW93mX4JiqACqACqAAA8jreBYdHAeT1w6NjfTpLLq97AE4QXoDv3PQjJOWQ1O2OTa4H+XWhwWPc49QTxJO+K12HifKY3F4gVq50vv++eNr0dePGLR329Fe33jrqggueOrtV37PO6NOs6YA2rYZdcfHb93T7x9DHF707pvD7r9kvi2DrJqgoh2QaPApcZbLpgadeiawb3sD6HnhdAs1Bds/k2k0QYcIiuzHA5yTmefA0dysM0NcYJp1fJbmOvF6fbndsKyqACqACR1EB5PWjKH5eXRp5Pa+Gc786E/I6DQwwblB0xZrXVVVYz/WjZM0wuRcRID3pJWkilmabt9Kf5qbfn7j1mWHf/fnu8TfeMLJ9+/7HHHPz//zvjccd17VZs79edMEzXW8d8+zTc6d9uGvu92zzBkjFwXOABEucEh7kyYUISi4SqinTLLCYS6H1nnmdZ3ndZNmrBQlQnkqg0tSTsZFL6iHH7wblVRg99ynm13NvANxHBVABVAAV2IsCyOt7EQffOgAFkNcPQKw8OTTkdRKQuhu4YnafbFqlNGOYX88iu7WpOD6UVKTXby5a+Mva737cMHbsgoH9vr7j1okXdHr+jMZ/Pe3UB5qc/sA5rXtffe3zDz408YURP054b92MGTvXrIZoBFJJ8Fyg1FSAcT1Iezrl+2nipEjSYQlPpIhymSYcuAAp98HrLMBxKoFkw5dgI3zFIntI7bnIbuat5hL53veR1/Pk3wF2AxVABVCBI68A8vqR17hhXAF5PT/GebdigvvoUrDkqFkf1NOQUhCXEBM6xmSMiSQXnpAyk2oWIDlIBsw3obmp1ygYuGmIVsDOQli1nM7+unjsmMXPPTtzQN9Pb7/5bxd2HN7u7KFnNx/Q4qze7do+fv31Lz0+8NM3Ri/4+LNf5y9yNmwypnbPz7RPg8FkSs2SpWmfp3xTZCblJx2a8HiKSI9pKswhQY1IY4ap0b/Og6x5iOO51G5h3bylMsGCwjJMGd+NDTO1NYjAmL679aVGcD8wXt/HWGSn9h7Gaan7vCIegAqgAqgAKlBbCiCv15bS+X4d5PU8GOEQ9vavLzKo2+gDOApiAkqo3OmSwoSzLeEUpNwSjyQI8ynjhEjimSLoiSgkIiAISAJ+CooLYOUSmPW58/c3tw/sPe/KC8Y2P+25k47p93//fv8xv+lx9lmDrrni9Qd6TB065NsPpmzduh1KIlAWg2gKEq6pwu4S8BmQbK1GM12Ug8+5x32Pux53fJ72eZpKj2tWyevGyB5G7nxTmym3RpeQ2qum1bOYbnm9GqxrqfRR4vWwGk84ioe4s383AR6FCqACqAAqUAsKIK/XgsgN4hLI6/V9mC3dqWyidj+6Y3hdg6cgyVUZlUW+KPBFARFFTO3iOirBEUCYYJ5HU0kSj/B1q0rnz9m2YE7Jd18Vf/rh9rFvrBk2YP49t8647sJpnVpObHr86NOPHdfy1HGXdny/+62fDnxszpuvrf9kesWsWclly1VZFGIOxFxI+JCikGbgMvADqzqTJrPNpKKCE0F94fvC84VLhEuFxyThigkzB1RKrYwlpmZeF9nJo6ErJqT2zE6QXGfa9JpXhuZaB8Z4Hdhtgq3Jne8rxX6Y8+t2wA6R0XM/vh93AB6CCqACqAAqUDsKIK/Xjs75f5UGw+t7MYzkws5eDjukm6HKNfb0dD+vkfvx3IqHua/vuSem/osGLjVhwiE8SViKCU9qbj8uJHgexKJQtF1sXOuvWJKe/v6aUSO+H/HUNwMf/ezB7pNvvWb0BW2Hn35Cn1OOfazRcQNbNBp+Uft377x5xnNDf/lw8s5vZ6dWroQdO2FnicmsG1j3IO5DgkKKBbxusumZ/LqQZkUkap6aCurEhKRcMiGZlFyZuunCVGAMkN0YY2wZR2vYsb7z0Im+F143afVKUrfUjry+n3cbHoYKoAKoACpwsAogrx+scvXhc7nLsBz29lZZiLEB8PreIbbKu/bp4VQ9vEC2oLnJE+dCtt0PD9szZ5tWhYdVOYPMqZke5tr3szNKmQU8GQXqQyoBJTth3Wo197vYh5M2vf7SwqEDZt1z+4SrLxh54bnPt2s2pOVpA5qd0rdl4wHtWgy54oJXu982edignye8Uzh7prdyBRQVQVk5xJOQJpAikAwYPcEhwXSSqxSXaS5dg+aVvM45UAaEVgal4cqmWiiV5fWwfovF9CqwXsXFHpaCMTvWDIO8fjhvazwXKoAKoAKowH4ogLy+HyLVz0O01irncXjZ3Z4tV5gGw+shxOb2PgTgXPqtCZhDTK7y6f14GlQzz3g5hJm0qUXVyFQcD8F9L2e1DbFHVimPnvs0PFVNnamkfupDMg5lJbB9K6xdJZYtYt/OjE/8+6bXRvwypP+c++/8tMuVky5u99Z5zV9r3fjlVqe8cG6Tl84/5/XrLx7/59s/evzRr18ZvmDyhA0/fBdbtYpvL4BoPDCmSyAK/MBw4yidkjwpSUL4KUFSkqQFc7nM8DoHzoExM+WUEiC++cJggpgvD4wHJdNVBtn3Wj09tLCHThhbcD2TerdTS5HX93Jf4VuoACqACqACR0IB5PUjoWqdOGcVXs9B96rrKVaH7312wJ48N8XekHg9RPaQvmvcqaZijUflvpj9RO5rdj+oi6gFKK4l15KZ8io2OAPOQPCgBIswlVe0Ae5g9VCL+Mq4VlSwTJAIWJMF+2Z50bDcYrCoEITbENkreT1oh1bm7Cq4jApKvkgCwofSIli3Aub/KGZMLx83esPIF5Y8+pd/XNL52fbnPNGq6WOnn/jwH37b45j/+FPTk3u1b/Fk5zbDbr3m7b5/mTHmtVVf/aN82QL+6yaoKDOVGRNJKKuAlJupp+gr8KR2pXAkS0uSEl5SuCnhpaXnCOIK7gtFuFnliImA17PITknA7tS8yISx7GTz62FO3ebRd8Px0L8e5NFpsA1nlGZ2jIDGAJMbogb/+n7MOkX/evZ+x/+iAqgAKoAK7EMB5PV9CFQH37asbGrlSWkpvDpw23EVIiipZw/N2eaye7ifC98AIKWklHLO7UmsDlprIQSllDEmTTHryqyrUooxFr61ZcuW1157rXfv3n379l21ahVjjHOee3wdFHZfTQrJee+8XtNpqgP4Hl7RGkxkTSlSg0XsAA8NrDPNmeZUG9dJ1vrhUyAsyCNzkIbXM0t4hoULZeDloBpIsPgordJEAaZIITGVxjXVmgd58/AY61K3TzmBZBSKC2FXAezcBlvWwoqFMHcWTH03/cYLRU8PWNOj25eX/fGtTm1GtGgy4A/H3tO00UPtW/e/7KKnb7jmxa63jBzQ54NXX/z676Pnfjptzc8/lq5f6Rdtg/ISSMQyqx35BBzPJNdNMUWliVJECV9xT1JH+GnhprmbFq4jPVcSz0wt5UQIKpRxqwT+dco0ZcbITrk1w2guFZcy8K8LoXNN6qHXJXzR7ORUgKks1BgQueXyar9qmN85cqawZmed7rNQDPJ6eI/hDiqACqACqMDeFUBe37s+dfFdS9KEkBCatdYhjYekzoOHqPYIj6yyo5TJu9sO22Q5CR6W2kMhhBCe5xFChBC5x4e8TimVUlbhdcvxSqnwPPVwJ5fXbd45d2vf3UO39kDnmRR39jQmex1kwk0+HDKkzjRQDVRpZmBdUMWIpkT7BDxiSho6xHi8XWaQnXJjIFeW14U2+fIgU26qk0twJaQlJBTEtSmannmYIuoW1gV4AogGHnxbsG8LAMdTkQgvK9W7dsCW9bB0Pvt6RvLzj7zpk/zxbyRGPlM2pM/2B25ffvMlP13ZYWab08ed+D/DTvy/Jxr9vn/zJv0vu+i5e7q/8+QTn4x85eux73z35Ze/LF22ZfPmnWVlad8zPwpkZn0K0+4gDF4zJZgKvpNoRjUjivrS94TnctfhjhPwuid9T/pBKRhCJWWKMcmooFQQKgiTNihXLAgutIF1oUNGt5NK7dMqvG4wPWN6ySn8UgXK9/7UrMu0r9qOyOvZexD/iwqgAqgAKrAPBZDX9yFQXXtbKUUISSaTiUTCcZyQgKWUvu8nk0nHcXzft3xss9oW3MPtnpLuNnFOg0eYVieE2LPl6kAIoZTumddN6r0arzPGmFKV+fjcE9af/Rq5O0y3H0g/ajrTbpl1MLTNTYVzTbQiWpicuiZE+b72fO16JhOd9kwh8qQfIDs1iWlmkF1rs3JPwOu2ceYHE2ObcdMiFiclkXQsluKJFKQds8aQyc8LMNaQKtZsCRUR2LTRmftD4T8+WjNu9MK3X130/JC5Pe/9/LZrP7ykw9g2TV9vfurrZ5345in/M/IP/zGy0f+Oan7SGx1ajLnm4kkP3vPFy8OXTp64cfas0uUrvA2b/I1b4tuLoiXlFfFUzKeu0iLrf1dKCRGUcrFbrihTlGligypCDJp7nnBd7rrChCc9T3q+9HzhEelT6TOz9ahwqXSZDeVxZavFUKGZjWBRJAvrJPgaExJ8htorTepVYN0WldnPbZhl33NhR+T1A/kHg8eiAqgAKtCgFUBer0/Db2G9oqJiy5YtCxYsmDlz5vTp0z/99NOZM2fOmzdv9erVhYWF0WjUdV2L1IaRAyNKCOsWxKvl3DMvMMYstZeVla1fv37u3LlffPHF1KlTP/jggy+++GLhwoXbtm2Lx+MW1qvk44P8OqeUUcqkVFu2bH3ttVG9e/fp17f/6lVrTCuYyKbvKzWviVozpUsqD9rvvb2cbT/f2u9LhQfmnjh8cS879vhKW3iWWc3rNrduMM6U7hYiO4uSQGU23ddp3zB6yoWkCwkvE6kg0e5ljDHG426qKhri16asCREm/CCD7nLt0AD2HUinIZWNaAx27oQtm2HVSvh5nvfN7Ojnn+2aMmnL268tHdJ/5n1/mnj9pa9d0fmVSzq8clG7UW3PerHZqc82O+X5c84Y1bn1uOsu/viO62f16Pp9/54LX3xm3fgxhZ9+XP7j94lly5xNm/muMqiIQ0WcRVNu0k151OGKBkn8wGuj5d54XRGqCJU+MSXVTXjCkHoG1veL132uiTBBhQ4nkuYuhLQbsge8nmtJV9r88KFA2QhKQe6T2pHX9/KPAN9CBVABVAAVOEAFkNcPULCjejiltKysbPXq1TNnzhw1alSvXr2uv/76m266qXv37oMHD37vvfd+/vnnrVu3xmIxmxSvMcsewrr1w4RPw51kMrl06dKJEyf279//rrvuuv7666+88so77rhjwIABH3zwwbJly6LRKKWVhgpTG0VrJRVjlte5FAGvvzqqT+/H+vUbsHr1Ws4E57IKr+eibvX9A1W6+hkO4pUDvegejq9+ZQvosjJpDgyMKcUaygmAD0EpFA2uCkKCK8Dhps64qWeYjYRvAD3uQjxYOyjmmv1ENsXuEMhFdgPrVBg0jyZ0PAHJdJCBD1YX8n1IJiFSAbuKoWA7bN0CK5bBNzPFtA8SY94oGPbkskce+v6u2z/resO06y5+r1Or1874/ZO//de//OZfehz3773ObvxCm6Yvd2g56orOE7rdOKPX/T+9/UrxjKli9uew5Gf4dTNEyiEahcIdsGOXLI2IaEomPJ4iNE09lztEekKzoHa7tFVbpORV8utc0UwVdWWcLZbXifAy1G4z6/uVX/e4NhF8W/GFcekbb3wQfnaHZpPu1r/OzY8TGeA2sG54PQPr+43syOt7+LeBL6MCqAAqgAochALI6wch2lH7yK5duz755JOnnnrq9ttvP//889u3b3/++ed36NChTZs2rVu3vuqqq3r27Dl+/PjFixcnk0nrbAkngAohbJY95HLL65xzmy+3r2/ZsuWLL74YOnRoly5dmjVr1rRp07POOqt169atWrVq1qzZFVdc0atXr4kTJ65fv76KClIqSjkhjBAuhNq8eeurr47qXcnrknOVy+sh0mbN27t5ue27VS6xl6d7P1uNl6j+4oFddB9Hhy2yO9V53TK6B+ABuEE4GhwNaRWEhLSANDdLAyVpJa8b94tnMutJRycdnXIh7RogN66WoIAhpyCZ1sy6OhRwAfEEbN3KNm+SmzbqTRth4wZYvw5+/sn78ouyj6YUvjN67Yjhi4YMmtvzgS9vuX7ytZdOuLjT2Pat3mzZ5NWmJ41ofuorZzce1bbpW51bvXNZ+/euu2BK9xu/6Pvg/GcGrh71wvZ3R5dPmZD4eEpiwRzYugHKiiGdNLab/5+994Cr4traxu//vu/7/27ufW+8SYyKFewFW6yxxMQYu3RUFEuMihp7BVG62DVqjCVqDO3QBJUqiiAaxYpYwAZKr6dM7zPft2efMwwHsOdeTdi/h2HPnD179qw95dlr1l6LZoD+v7SSLddROpwmBZ4FXwwEVmJokaSAsQoJ5ohCms4xHIRiEgPIujlfpzmClvm6omiH6vYX2cNAvo7LnxZITlI4ujy91kjcodIdGARB5bpQi6yD6dxGFzuvomJXm7Dz6linwFiJl4k/L8iDAThfXFk+5zp/8U9m192brL74YH/kErA74FdEpWvqZv7IIngHzk3xclZX8uot70BL/3RNUMtfyf/ppPDvPeFGvv7vlfcbHE2n050/f37x4sXDhw9v165dz549v/7661mzZk2bNm3SpEkDBw60ltPs2bMPHz6cl5eHYRjHcdAwBk5IVZg6zEC+zjAMSZJwDmt1dfWpU6dWr1795ZdfduvWzcrKatiwYXZ2dtOnTx87dqy1tXW7du169eo1Y8YMjUZTWlpGkRQwXpEtOTiOpyiGJGmKZFiWf/Dg0fbtO5cuXbFq5Zo72fdYRuBY2e+JLAE1i6jLmxV78Je0dn9hbfUeot6NL3nEertRkMMXgQhG0MeLUBNFE1hPCKIJ4KYDjLDGfaLRj6Io80VeAtMiGYGheZrkKJwhMZbEOZoSeFoE/lsIQcA4DmU5lOUxVkBZAaFFPSlocaEaESu1INJQcbH07Kn0+KGYe1/K/A0/GV0QEfI06Ojjw/tz9u26s2PzTc8155e4nZ7jGu4w6fDXX2wf1M+3R+c1bZovbN9mWbcO7r27efXt4d+/Z8DIIXvtxx7/zuXkuiUZO3zvHtj5OOTn4tNRuvSz9M1MKeeO9OC+lHtfKi2WMAScL0y8JBGMpMUYPQlazkqAoQKfQ8DCh6J4nOYIhqNYlmY5ExSyzjMyWVfxdaBiJ2mOVPg6xRNqQON1BpqwcwTNEwwEMF4nTfp1qGI3msEIwLc7BC0A7zjKAAc0VabaRs06fBWZ+LpYW9EObZfqLGVaDxXzxm4Hk4B5FnxkYjmBE8DgtFZSXnjKHO5aP7/8ivpmeMP8yx/0fS5ZV/IKR4RvR8WDlpJR7/Km/fU+i+73bjuUP3xPKcJXZ9Qd8Xs35s9cP/QLp77UOY6rdyj7Z5bSv+HcG/n6v0HIb+cQt27dCggI6NGjx4cfftikSRNXV9fdu3efOnUqLi4uPDzc399/zJgxH3zwQbdu3b777rvz589XVlZKkgQnjMI3UL18naZpgiAkSUIQJCsry8fH5/PPP//kk086duw4efLk/fv3nzt3Li0tLSgoaM2aNd27d2/SpEnnzp2XLlmamJhUWlrO84B5cJxAy2SdJGiSpFmGf5D7aPs2ma+vWnfnTg7HihxXIweFSNRLmtV8/YUEWqlK8YFoVqfiSvyFGWVqZk1DXyUH3aHzrOyhnAeOFVlj+B6RoUToJp1lJIYRGUZkWZGH4UlVhxBFoHdlORChEyMEA8pp9UyllqzSM3pUpFgwhZSXJJIFBux6HMCASzpUqtRKBSXC43zmfi6VlUVc+c1wLrniRMTTY4fu/7gry3/DxSXzTs2eEm4/9ugXA3b26ezXwWKtVfPVbT5Z0fJfSz79p9tHH3z7z/8z/cMPpn3SxLVn99Xjvtn13Sybqcc0AAAgAElEQVTNqmWJ3uvTD+zJOaGpyjgn5mZLlUWSvlxCtBJmkDBMwgmJIIGTGoKSPTDKYYmgaxXo04YSWQqcCskA9o4bIcpkmiMZlmRYimFphqNZnqkB8OhSS7/OChSjouy0PLvUbAnJunppmmlKciJQq5s060CVLhP0Bsh6Lc16TaQCFV83UXYwy6ABqPi6wto5nsMJnCRJVj1yrdX7Rvqh2vbqWfX98Ib5Vz/4+7iHQgoV/iFPf655WCpucxtiimrWCPPvoxzewTYrH4dfkrKbdcQ7eEbvaZM4jsNxXHFuIYoihmHQQbOZzOuuvqen/G42u5Gvv5v9AloFqTZsH8uyYWFh06dPb9WqlbW19ZQpUzQaDZxgWlxc/PTp08uXLwcGBg4ePNjS0nLIkCEHDhy4ffs29BiDIIjiSb3mLSTnoIUMwzAUReXm5h4+fNjJyaljx479+vWbP39+bGzs7du3i4qKnj17lpOTc+nSpbVr1w4fPrxly1Y2Nra7d/1w7dqNqiodxwkkSWMYcPNYh6+vXL3K/e6dXI4D/FVJZpT6OauQcig7mmXgr8/Z/YUcXV2gLl9XRgvgQIo1j/qoSvsEYO0BQgjJUYSUaEYcA1g7S0sMZcwYoxzJG5XtHAN2BBp6mQ1yrEQSwLZEWy1VVAB9eVm5VFgoPHnC5OYSN29VX/ytKDUtPznlcXxCbkzs3fDwrGPHMn/an7FrR9oG99PLFkW6zQ5zdT7uMO7wuBE/fTlwzyDrHf277fqs867e7Xf1bLfbuu3OXla7+3XeN6TXgVGfH7UZFew0KXSmS+Tihad8vNN++jE7Mrww/nTF2WTttSvsg/tS0TNJXy0xpMRSxghEsgWJQAsMLRIySBq4c4Guz0GkUQZ4ncFoCaGBSQ+w6gFLEWMEHCi/ObJGvw7JutHxInS/aM7XAWU3qdjV2nQ1QTfLK+bvYKapPOFWtlZX+DpwkimDUbluhGbrULNe69VTi68b/dtDL/f1LeX4VOr94XMW8g9OPXKVL2ilpNnl/Tqr8IJ8K8vXOfwfZx9BEJTZ+ZAvqpcKd1f6Tp3540jh33gm0IlwzWMWqIGADafyzlLLvy6DV8sf5v+Nbf+DHwreC+qTZFn2Jcex6r0a828ogUa+/oYC/B13RxBEq9VCR40FBQVeXl5DhgyxsLBwcHD4+eefCwoKJElShrwYhiUnJy9atKhjx45t2rRZsmRJXFxcVVWVVquFTh7VRurKE1C56wwGQ2pqqpubW+/evVu0aOHi4hIcHAzH0HBsDb9/JScnf//99y1atOjfb4Cb28LY2FN5T54yDIdjJIJgBE4RBE0SNMPwubmPtm3buWzpyjWrPe7dfcADr+A1snoOwzb7SeHDNTurcvBXs12UVcjFlZidL8zwpihFqhpEThRYgWcFXnYKzjECz8quWzgWuA+vCSsqK8sFDgQdBcE1SUDQAQUHIUkBzaUIicIlGpcYQqIxiUQkTCcZqiRdhaSvlAyVII9UA+irpKpSqeSZlP9Qyr0jZd8Qrmcyv2XgiadLIsMe/Xrszv69V7YEnvXeGLduTfSyJaEL5x//dtYhl8l77W12jB8dOKDPqm4dFna1XNipzYL2Ld3aNZtv2XxBh1ZLrDusG2Dt+9XgnRNGHnCacGy6Q9Bc14gVi+L9N1788Yc7vx57HHuiNC0Nv3FDePhQKikB44SqSjAnlcAligRW6QL0WcOBOawUz1E8TQkkJWCUgNEiwYikDBBvlAV8nZIpOyEr12X9uogzIsEIwPEiIOtGSxhZs16LrNejX/8D8HVFj6sEGlNHH1N7R1Vd4K+efStM/fl33as36n3Zw4znmU34UR6bZmSxkSm+lf4VBAHHcbUng+e7NWvshbci9hdWoh5BqQurzcaeM3xV79KYf0MJNPL1NxTg77g7wzAEQeA4XlBQkJ6ePm3atM6dO/fu3XvNmjXnz58vKyuDCnj42Kqqqrpw4cL27duHDBnSqlWrESNG7N+/v6KiAvp2hM9B5X0DMzxfw6Crq6sjIiKGDh3aokWLtm3benp6pqenUxQFx9Cy63RwS964ccPf39/K0qpt23ZfDB9x+PCR3JyHkigxDAfIOk5DMDSfm/No29adS5esWrN6/b07Dxvi62r1tjqvMObnM4e6fF1dCfTG8kKablbArAZa4HGGwlTAGeCqXIlrz8lzCaHynecligJOElFUwjHA3UHsS06iCQnTAyKuLZeqS6WKQqkkT8rLkR7clu7dAMucm9Kt36SLKWTySV2spjzsWMHRHx/t3XJn04bLa5cmLZoTPWtq0BS7w3Zj943/etdXQzYN+mxjnx5re3Ra0dlyaYe2i61aLbJsuaBtC7c2zea1aTa3fasF1h2XD+7jOWpY4KTRu1wcDi34VrN2eVygT/qhH7PDg/MTTpWnnqm6mK67egW5nUXlPhCe5EkFRVJ5paQzAPsWxbxalIwmOowcLlSOGypQHAMcn/M4IOsiSgkoDbk48MQC+TooDmx/AM+XdxVpRqCgoQsIZqSYrXOvwNdlD+sy3ZdN1c0U6mar75R+3eydBx+7HMdhGKbVahEEIQiirt79dR4ujXz9daQG9hEEgZCTogRp5OuvK8vX2U8QBJIkGYaBDscYhkEQBMfxxl54HWn+DvsoYRnVlmMKU4eZxrHr7yD4miob+XqNLN61HJwDiqJoTk5OdHT0qFGjLCwsBg4cuGPHjvz8fBRFKYpCEIQkSYqiqqur7969e/LkSXt7+zZt2nTo0MHHx6ewsJAkSUEQ6rWHUc6Xpun8/PzDhw/36tWrdevWn3322dGjRx8/fqyQDOX+LCwsPH78+MCBg9q0adutW48tW7Zdv34TBi0VBYkiWQJnCIJhaCE35/G2rbuWLV29ZrXnvbuPXpWvK6ruV+LrZlQbEnFWjjr02ktCYHUUXgsEp0Wlar2khdBJWp0xX1YuPSuQHjzk7+cw9+/RuffYnDvM3Szy2m/aC6klZxMLEmLzT4Y/ifz1UfCh+4d23dy7+dpOv8zd/jd3+NwMcM9ctyh10cy4b51jpttEOo/R2H4VMmbIkeF99w3ovqNPp829OwZCWLcP6G7l17WdbzdLP+sOgX277hjUa8+IgQdHDz86adTxqbaaOdNOLJkb57Hy3CavS7u2XD24Lyv4WE5MZN7Z5JIb15CHD+iiIrGiUtQaBAMmYBQw7qZFiWClagQYxBMssJJXEi+B8QnNCRTLUBxJcTjJo6RgIAUDJQLQIsKIKCtirIizIim7OWdYkWNBQFaRFQUA8I2CBeAZhpdt1l9dv27GyJ+/+o7zdWiEptVqi4uLKysrEQSBTEUR+2tmGvn6awpOwnG8Qk4YhkH63sgUX1eWr7Mf1NfClw7DMHq9vrCwsLq6urEXXkeab3Uf+CUQx3G9nOCH90Z7mLcq45eqrF6+npmZWVFRAdWvkDTCmJjK2Omlqn4nC/3lnWxV/Y1S+Prt27ePHTs2cODADz/8cMCAAUeOHGFZVpIklmWhcg7HcRRFKyoqcnNzFyxYYGVl9fHHHy9btiw3N5ckSVi72SQqtTKvoqLixo0bu3bt6tu3b8+ePe3s7NLT0+EkVLOWURSVlpbm4ODYpXNXK6sO69Z5pJ5Lo2nQGNAeRiAJliRYhpFyc/O2bduzbOnaNau97t3NA878TDpbZWKoml5Dbq3eItsAA3tuADleTd0lLAOXaqNiENpThnnATlFiVFBMmClRAjB5DFFnDJRUrpfKVCipkh7mSfdypHv3jbh/T7pzR8q6JV25zJ5PRePjyk9EPQsLfvjL4ewDezJ3b0333xjvviJiqduv82Ycmu6wx2HstrHDfYf2Wdu/64reHZb0tFrco+33XVoubPPRnE8/mN7kv6c2+avLv/5rxif/57tmf59v8eHCNh8vsWq+rGu7VX26rBvYa+PwgQFfD98+duQPDhN/nu0SvsQtcePaSz9sy/nlUElMuCE1icvMkG5clu7clP233IMuXPhHD7in+Xx5uaQ3AO+PNAu8s8MQo7D7KEHKK6p8VqovqyYNuEjIBUC4JV6iWF525kLJThVxmkMpHqF4hBZQWkAZAVily25YSDksEcOJLCfzdTlsE7Ap4gSB5XlW4FieZXiG4RgWwDTTFFJ541Jtwg4N2cESaOVfFkAHL/N14GSGEykewjjTFM43VYzX1fbr9XiGAQRCfZ3VvdrUVx7Mm8orT0xl6AtFDQOfYShWWlr65PGT4qJibbWWpmjobQmWec1lI19/dcHJsd6YsrKyR3IqKytTh5lrKCC0ollU9zLMv3oTGveoJQEcx4uKim7fvl1YWKjm6/BjsnrZ2Au1BPf7rECb2IqKimdyKi8vx3Fc+equdIGi11PfEb9Pi/6ktTby9Xe64+F7/eLFixs2bOjWrVuLFi2mTp0aExND0zRkADAcKVSxoyhaXFy8bt26nj17fvzxx9OnT09ISCgpKYEDr7p8HdYgiqJWq01JSVm1alWLFi369Okzf/78q1ev4jiuFGAYhqZp6Bry6tWrixZ936/fgHZtLefNdTsRHUuSDOQZNMXLfJ2T+frTrVv3zZ+/ws1t1Z07zxQpc7xs2kwDvyGUPC2RZiWGk2CgGuiYGpiacLJ1uGmyJpyyqUzcZCiJoSVa9r4CjMUpYGCtgCQlggAWKTq9VFEJJmuWV4AMzBeVSE8LpMd5Uu4j6W6OlHVXup4lXbnOX7zKXrjMpF+iz1+gzqWRSWexuCRDbJw24kT5r2EFR4OfHvrlyf7DD/YdfLBn/8Mdu3O3bssJDLzrvfGa+9qLq5enLvs+aeH8U/NmR82aHuri9IujzUGbsXvHjdwx+ovNI4f4jxjoPayf59C+6wdar+3TaVn3dos6Wcyz/HR2+0+/7WQxt6fV9/26Lh9kvXpoH48R/TaOHOQ7eujmCV/tsh+zf6rNkW+nhC6YGb3MLcZnfdL2zef27Eo/9FPm8WO3w0JyYqLyEuNLzp2pykg3XMukbt/ic+5KTx5JBflS4TOppEgqK5HKS6WqKglBpIyM+xGRKZcu3y0s1oumuE1qPTonSXqC0hMMQnEkL7Hm1vyQtwI3lCL4kan93QKOjwBdhYFL5XEWuC6ULyRKHg7B5KWgyhuHZqbtJs5rIssNuGIxc9GijNRqMvK5mhk9qVeVQaLaL5Fywb4oozqrWmf7ov1IkszLy8u8knk+9XxhQSFN1gpA9qK9G39/yxLgeT4rK+vkyZNnz5598uQJrF39if8tH6+xuudKAMOw3Nzc8PDwGzduqHtBTQTNxsDPra/xx5eVAJQwlLkyLoKizsnJiY+PP3fuXG5urllHKKsve5jGcq8lAWiSxDBMaWlpQkKCg4ODh4dHZmZmZWUltOJr1K+/llzf3k4sy549e9bNzc3Kyqpdu3ZLliw5c+YMRVGKkaXSQzRNV1dX+/r6Dhgw4OOPP7a1tT1+/Pjjx49pmoa3X7326zzP6/X62NjYOXPm/O1vf/vss89Wr15969YtDMMYhoG7kCSJyYmm6du3b3t4eAwdOqxNm3YuLtODg0JJggHTLjmJIjmZr/MMI+XkPtu6df+3c5bNmLU08+ojWqb0KCFVVkml5WJpqVhaKpWWSWUyystlVl0J5jhWVkgVZYBllpdIZUVSaaFUUgAmXxY/k4qeSoVPpWf5AE/zpfw8Ke8xcP59/450Pxvgnow7WdLtW9L1q+LlS2z6eSL1LHYuBTt3Bj+bjCcn4qdPIlFR2tDQil9+KTl4qGDfj3k7dz8K3Jrju+met9+djd7Z6z1vr3O/tWLlte+XXJm/8NK3c9NdZ6dOnZ7iMDlxou3p8RNPjh1/cuy4k2NGx44aGTXs818H9DnYt/uenp23d+8Q2K19QFdL3y7tvDq19uzQ0r1ruw09LDf0sPS0tvLs3WHDZ529+nf1GtDN67Munn07rfus09pB3T1G9POy/Xr7dLsf50w9vGROyLolJ7xWxwd4nt3mm/HDlqsHf8gO/vlJVHBx3InCSxcqsrIq792vevwELSxiyiukymqAKq1UrTUa5OgMkgGREFREUAHFBAwXMIKnZOGfjk/eun1X7Om4h3l54GOIJFI8ywDrdJAgg6dEnhRYkmdpkefAV40atm0qBfmpMr/ALGPGXsHuz01m5RtcbYjE11F9wwGDmo6/fF4xwlJOSm5+g42SpaOUVWfUu5jOHz5qFZKBYditm7fi4+KjIqIL8gsE7kWiMtXT+P93kkBGRsbhw4ejo6Nzc3PhIRpZyO8k6oaqhQKXJAlF0du3b+/Zsyc1NRW+vBp1tw0J7a1sVy51RdqQrEMCAA9x/fr1Q4cOhYWF3bx5E25RCisZpR4l81aa11iJIgHoRqm4uPjkyZMTJ05cs2ZNI19XhPOfz7w5X6coyoypw1XF4OkN+LprcFAY8Cgtu2uszdcLtm7dP+e7Fa4zl5w8ffF+bkXuI+2tO6VXrhZfulRyKaPiUkblxQtVGelVF9Kq0s5XnU+tSj1XdS6l6uyZqpSkypSEipT48jNxZcmnShNii+NOFJ2KKoyNeBateRoZlh8e8iQ06HFo0JNfjuRu33wxwDs1wCs1wOu8v9d5v43nvTzOrV97Zu3KpJVL45ctOr3Y7eSC7058NzNipkvYNOcQZ4cgO5vjE8YdGTXywLBhewcN2vVZv+29+mzt0WtLN+vN3bpv7tJ1c6fOm6za+7e19GvTzq91O//W7fxbtfW3aO33aQufT5p5f9x04ydNvT791Lt5Mx+LZt6tmnm1beHVvpVPF0t/646b+nbbOrDXjiF9d301+MdpdlHzXRPcZsQvnBm/aFb897Pj1i1O3bLx5hav61u9rm7zvrLD9/KewCthRx7GRRQlx5amJ2mvnMeuZZA3fmNuZXLZ18Wc21L+A6koDwxdqiolrV7UowJGStAXO0FLFdVERTVeocWr9ITWQOpQEsEpjKBwkiZphgYRiRiKpSmWOhl3ctuubScTTuU8zmUlDqVxPYGgFEawpOyWkSF5GmVwA4UaKBRjcLCdp2meBubmvDGqEcfRHEfzbC1wprBHsGTtJcNwrBy/lDdFMWXBFmDFLhuym+qvvZfxoDUbOZrmqBcDOHQnGZZ4dRj9wbOsbKXPUBwAzQHLnfpgaqBAM3UBz4mjwY6sDEZOJElCN02CIGi12swrmadPno6OjH765ClDMuDLBCTtisWYegzQUN70eUDkRJETRI4XWA7EjWU5HtocvcGSZaAxwh98CZ+EV69eDQkJSUxMzM/Ph8/9ek/b7Fmq6CAbM28oAY7j4IdilmUNBkN2dvaPP/547tw5ypSUiN1KBt5W0HjJrF9g3ykFGjPPkQCUlcIKFMN0ZfgEb4erV6/+/PPP8KMHz/NwBo6pc4z/la5RMs85buNPryQB+JiCU2sKCwsjIyNHjhy5fPnyRr7+n6fpSgveCl9Xe7FVnmvQrxzHcW/O13kjX+dJgiMJk35924/Ok+cMHzHR3XPrD/uCdu39dcuOYwGbQn29o308k3w8k73XJ3t5JG9wT1q/NtF9TeK61QlrV8avWR63eunpVUtOrVp8ctWi2BULYpbNi178XeSib8PdZmnmzgidMz141tRfXSf/Mn3y8akORyd+s2fslzvHfrlzzIhdo0fs+uaLnSOH7vji823DB20bNnDbsIHbhw7Y8Xm/7YP6bB3Qa0u/nls+67mlb88tvXtstu6+qVsX/y6d/Tp39u3U2bdTV78u3fy7W2+y7rnZutcW615bevTeYt1na//BP3zx9eERo34e8c3PX35z5MtvjowcfXTM+KBJthonp6hpLrGzZ5ye+23CwnlJSxaeWbnk7LoVaV7ul/w3XtkecPPXw4XRoVUnwipjNJUnwytPhVecOaW/fJ69ks5cvUBfy6CuXyRuXSYe3ZUKH0sl+VJ5oVRVImnLgBsZbYWkq5QM1SA4EYkCd5A0DWg6BPDTwkk4JWkNjNZA6xBGjzEGnEUJBidZgmIgWZcpMkuzNMmQiWcS9h/cfzbt3JOCPFpkERLVYXoDgeAMIXtmZAiOQmjMQKIGEkFpDGdJsB0QZQCGoxlW5v8szbG0zGVNS3k7jHwEipmBpWXSCrgfzQIKLMNYLaz8JZYUxb4QJM2SNEMwDP7qIBiGlEExcIBDy8McmmYBwMmZgaMYrgGLevgTLM/QDIBsUabQEZ7ntVrtlctXEuIT4k7GFT0rYkiWozmWYlmK41lBnqILJ+o+fynwDA8hj6TAjADQYAqAoSiafCOYvYz/wKskSV66dCk4ODgxMfHhw4fw8asmoNAXOMuy8BXbSEdeiWq8TGGaplEUhQ5hcBx/+PDhsWPHMjIySDnVe+3BgAaw8rqDq5c5aGMZRXoKX1c+ZSgkBGZu3boVGhp6+vTp7OxsjuMa+fq/+eJR+LokSRUVFadPn54wYUKjft3sKv0PrzIM84b2MBRFNcTXoVH7S/J1FEXr2MMY9esN8fVRo+2aW3Qa+sX4MeMnfznK7ouR9sOGffv5gGWf9/EZ3Md/UG+/gb39+vfy7dfTp6+1d5/uXr27bezVZUPPzp49O67v2cGjp5V7D8t13dqs6dxyVccWK9o3X9bu06VtPlnc8qPvmzdZ2LzJwhZNFrVossgC4PsWH37f/MPvm324+NN/Lm76z8XNmixr8dGqVk3Xtfl0fbvmGyxbeLdv6duxTUAXy8BuHbdad9neq/vOPr129ev7w4D+ewcP/nHo8ANffnX4mzHHxk/81cY+xN4pzHFquPO0iLmLEtdtvOLhk7nB/5rP5pv+27O27L6356fHh48VBYdWRkUb4k4TSYl0SjJ9LoVOPUtdOM9cuShcvyJl35TyHoJIQyUFUmmBVFYoVRQBx+raCuDYEamWUC1wwY7rgS92CgOu2SlMpuaYROLA6zkEjkoYCuKJwmCiKCHpEL5KR1dUkyD0qY6q1lNaA6VFAHQIqTPgOgOqMyB6BNGjEAY9ok88k3j42OH0SxeeFOQhJFqpryqrLq/QVVajOj2BGAhEhxuqDNUV+soKXWWVoVqL6gy4wYAbEBkoZkAxAyYDRw1mwORfYZk6SwTFjEAwBABXYKwcHuJ5S8xgwPQvAKo3oHoE1SGo9tWhk3fUo6hRZhiixxADaK+hfpgE02CrwY4IgspA5KTX62EwBIIgSkpK0tPST586HXcq/ll+AWbADDpEW6mtrqhG9SiO4C8DDMFhn6AGDAVtRxC9AdHpDRBanf7NoNPq/gypsrKyuLg4KSnp559/PnHixI0bNwwGA/QtqEzdIUkSx3EMwxAEMRgMelMyNKa3JAGdTldeXl5VVQXdJzx69Cg4OPjChQsmSYN7xyzB2wpBEBRFocWmskTlpBRozDxHAor0cDkRBKEeI0HncoIg3Lx5Mzw8PCEhITs7myAIFEUb6g71sZTKla5pzLyeBAiCgOaUgiBUVlYmJydPnjx5w4YNV69eraqqggbSHMdBvge1sWZfSKT3Lb1P/mGgG1qaplNSUszs10FUc5aFPcSyLHSU3pD9OkVRiiW6olxXnB5wHIcgyMmTJ83s13Ech2XgZ0p4c1IUVdt+vRZfB+FzCJ4kBNl+/enWbfuGDBv91/9p0tbKumOXzyzadG1l2atNm69bfupk8S83iyYLLf61yOKjRRYffW/x8WKLpkssmi5p+YmMjxdb/Ov7lk0WWfxzYYv/XdD8H27N/+7W7AO3ph/Mb/rBvKZ/n9/07wua/mPhp//8vvmHiy2aLGn5r6WtP1re+uOVbZquatdsbfuWnp3aenfvsKl31+0Deu0d3PfA0P6Hvxh49KvPfx01PGTc1xE2Y6PtJsY42MQ42cdMcT45fVrc7NlJc+Ymz52fNM8tYf7C+AWLE5auPLPS/dxqz3PrfdN9t1zy335py+7Lu/Zf33Po5v4jWYeO3Tly/N4vQTnBoQ804Y8iIx9HRT2MjsqNjLgXockOD70VHnojPOx6dOTNmOhbsTG3TsXcPBV742TMtdgTV2KiL8VEZ8REp8eeOH8qNi3+9IXkhItnki6dSbqYGJ8Wd+pc/OnUhPi0pKQLyckZiUkXTselxsaeiYk9c+Hizczr9y9ezjqXdjXxzMW4xPTTCefjEtMSktMTUy4kpaQnpaQnnjl/IjYuPDI6PDIqPCoqIioyIiryROyJ+MR43wCfhYsX7t63WxMVnnQu+WTCqROnYmLjT55OiktISUw8mxR/JuFk4qnY+JMx8SdPJZ6OS44H288AJMlITk5MTk48UxspplX46/OXsB5Y56suE5ITXojE5PjE5LgkNZLikl4W8UlJCUlJCclJCcmJEInJiYnJiUl1YRRJQlJKA4AF4I5JiUlJSUmJiYnx8fEJCQnJyckpKSlRUVGbNm3y9PD03uAdERZ5JvFM3Mn4E5Ex0RHRCacTkhOSXwagsfFJSfFJifFJiXGJiXEJCXHxCafj4iHAYOD1cfrUaYA/QTolp61bty5fvtzPz+/YsWOpqanp6ekX5JSenp6Wlpaamnr27NkzZ84kJSUlJCTEq1JCY3obEoiLi4uKioJTfs+dO6fRaFauXLljxw5Yd2J9KSkpKdmUztRJpl8a/79AAuDxJCe1jNVdeubMmYyMjAMHDqxdu9bf3//IkSNnz55NTk5Wl09MlB9zqh5RjlqnZxo3vI4EkpOTk5KSzpw5k5aWlpSUtHfv3i+++GLFihUv5OvKpKn3ja5L7xlfh/5hkpKSvv322zZt2rRq1crNze3MmTPwaxRk4fBDIXT0o9frN27caG1t/cEHH0yYMCEoKOjJkyeQr8Niimka9PcC45tiGBYbGztr1qz/+Z//6dmz59KlS2/evEkQhCAn+FGYJEnoIjo7O3vd2nVDPh/ato3lrJlzwjXRtGxOQZE8RQoUKZCEQNPS4yclh38OtbGb3rRZh45d+nfqNrCNVa92HftZtR/Zrs2kdhbT2lpMb9dyRrtWM8mBa9wAACAASURBVNu1mmXZZrZV2zlW7b5r325uB8t5HdrO7dDmu46tv+vYak6HlhDfdWj5XYeWc9q3mtOh9dyObed1snTrbLWwS/tF3dov6t7h+x6dFlt3Xtqzy/Le3Vf267VuUL8Nwwb7fjV8y+ivd48bvXfC2P2Txh+0m/izo92xqZODXKeFznANm+EaMsM1aNbM4DlzQt0WRCxYFLFwcfiC70MWfB+8cEnQ0lVhK9dFrPYIX+0Rtso9eM36YA+vEC//cN/ACP/NUf6BkQGbIgM2RQQGRmzZHLFtS8S2LZqtm0M3BxwP8Dvq63XQZ+NP3hv2eW3Y671xj4/XHl/vPb7eP/h47fTasNXTc9P69f7rPXzXe/hs8PT19vL39dnk5xfo5xvo7e2/cYPvxo1+3l4Bvr6Bvr6bfXwCN2zw9/Dwcffw2b7jx70/Htm5+8DmbXv9Anb6+G339t3m7bfN13+7X8B2v00AvgFb3ddvXLVm3ao1a1etWbNqzepVa1avW7/O29dr5uwZNg42CxcvXLfB3WeTr6fPBg+v9Z7eG7z8vX0D/fwC/X02+W709fL02eDpvWGjr5d3gI/fJj8I/01+/pv8AgKM2BTgZ4S/3yYA3wAV/P19nwO/AF8I3wDfV4GPj38NfP196oGfj6+ft6+ft5+f10vD2w+Uh/Dx8/Px8/Xxr4Gvv6+vv69fvQjw8Xs+1Hv5+fr5+fr5evv6+vj5+/lvCti03mP97Fmzp02dNnP6TK8N3ts2bw/0D/Ty9PZ09/Tz8d/kt+klEeC7SQbsAX9/cBK+Rnj7+L4ZfN7b5C0nLzltfFHy8vLy8fGZN2+ek5PTt99+u3r16q2qtGXLls2bN2/atCkgIMDPz8/Hx8fb2xvW7OXlBQ/UuHxzCXh5ebm7u3t6evr5+QUEBLi7u0+ePHnBggUBAQGbVClATv61E9xotqxd5C2s+b2r6c3PTTkzXznB+x72qY+PT0BAwM6dO5cvX+7i4jJnzpxVq1Zt3bp1y5YtgXJSdU49WVgmMDBwc2N6AwkEBgYGBAR4e3v7+vrCx9Hy5cuHDRvm7u6enZ2t0+mgFRN0GAg1rYKcoIr9PaXs7xNfhw4lCII4derU5MmTmzVr9sknn8yYMSMlJUWSJJqmcRwnSZIgCIqi4Mjp/62uWbOmdevWf/nLX0aNGhUSEpKXlwf9MBoMBq1Wq5hAoSiq1WpJkuR5niTJ6OhoFxeXv/zlL+3bt587d+61a9eg43Z17HQMwwRBuHv37soVKwcOHNyurdXCBUtOn0pkGcmgJ7XVKEnwFCkSBE9RUkmpPvV8prfPzgmTpk+0mTnBZuZ4m5njJs0aN2HeuHHfjxu9YuzolWMAVo0evXr0mDWjx6wdPXbdmLHuY8d4jB3jMW60x/jRHhO+AZg4ej3EhNHrJ4zxGD/afdwY93GgmPvY0evGfrN27DdrxoyCWDvmm7Vg4xiP8eM8J070srX1s7Xzt7ULsLPbZGe32d5hs6PTVqfJWx2dAm3tfCdM3DB+wvrxEz0m2nhMsvWYZOduY7/O1mGtreMah8lrHaeudZiy2tZp2US7RZNsF9jYudk5uNk7zrd3mG9nP8/Obq697VxH+7nODvMmO8x1dpjjZD/L0W6Go52rk910J/vpTg7TnR2mOTtNm+w0bYrztCmTXSY7T3F2dnZycnR0dnBysndytpNh7+hk5+ho7+Tk4OTsKBdwdnR0srd3lOFk7+Bkb+9sb+/s4DTVwWmavaOLnYOLnT2Arf1UOwiHqXZGTLG1d7Kxc7Cxt7ext7Oxt7Wxt7V1sLVzsJ1oO3G8zfhJdpNsHGxsHWwn2U+aZD/J1sHWwdnBearzZJfJTlOd7JzsbBxtbRxs7ZzsHSc7Ok91hpg81XnyVOcpU2ph6hTnKZOdpjgDTHZ2hHB2cnB2rB/gBJ0cHCGcHRxMsHd2MIPykypjb+9kb+9kZ+9k5+D4Ajg62tWFk4NdA7B3coBwcHJoCMZWG5tvD3oPwtneqS6UX0EGnLQCZyXvYOdoO8nWZqKtvY397BnfLpi3YOH8hbNnzHaZ7DJ96nRXF9dXwnQXV4Cp06ZNdXlbcJnqAvAepqlTp06ZMmXy5MlOTk4ODg729vZ2dna2DSQ7Ozt7e3sHB4eJEyeOHTt2/PjxNjY2jnJycHCwUyVbW1ubOqmBWhs3v5oEoJhtbW0nTZo0YcKEiXKytbV1dnZ2dXWdKacZM2a4urpOnz7dxcUF9q+zKk2uk1Q/vmbWSZXgJeHo6OjwLiWlVUpLX/NU5d0UEcJKJk+ePGXKFBcXF9gFU6ZMsZfTlClTZs+e/a2cZs2aNXPmzBlygr0zXU7Tpk2DmenTp7uqEizZuHwlCUDBTps2zcXFRf1ws7Gx+eGHHwoKCiA3g+bNUAkLybqaskOK+H4t3z++TtP02bNnFyxYYGlp2bRpUzs7u+joaJZlIVMn5QQjI3IcV1ZWtmTJktatW//Xf/2Xk5NTfHx8QUEBJSdCTkpvMQyDYRjk6zRNJycnL1q06J///GeHDh2mTJly9uzZ6upqGJJJbf7O8/zVq1ddXWd07dK9pUWbJYtXJCWe4zngDZ0keJoUZRW7SFFSZRWWdftxcsoVTXhyqOZMqOZMiCYlWJMSHJYSHJoSFJzyq4zjwWePB5/7JTj1l+Dzx0PSj4dc+DUkIyg4Izg4IzgoIyQoIxTgYljwxVCAjNCQjJCQCyGhGSFhF0PCLoaGZYSGXQiTodFkaMIzwsMvhkdcCo/6LSL6cuSJzMjYa+EnMsOiroRGXgmLzNREXY04cS0i5lp4dGZYxKXgsPSg0LSg0PMhmvMhmtSQ8LMhmpSQ8OSQ8OSwyGRNVHJYVGJo+Ong0JiQkBOhodEazYlwTZQmLCosJCIsOEITHB4REhEZGhkVFhEVpokICQ0PCQ4PCYoIDYoMC4rUBEeGB0dGBEdFBkdHAURF/RoZ+UtE5NHwqCM1iDyqCT8aFn5ME348PDI4IjI0IiJUowkJDQ2WERIWFhoG/jShYeEhYRHBoRHBoZHBIZHBIVH1IDQyODQ8OFQTHBoWHBYaHBYSHBZsjtCgoNCgX0N+/TXk1+CwoLCIsIjoiMgTEeFR4cHhIb9qgoPCgkLCQzSRmojoCAWRURGRURHAxKYG4VGR4VERmqgITWS4JjI8LDI8LEITFqEJrRfhmtBwTahGE6oJDw2TERoeGhoRGlIHoRGhoaYySskQTUiIJiRURlhYyMtDExaiCQsJrxfgOGaHggd8zlITHhr+mgiLCA+NgPtqQsI1IZqw4DBNiCY6IvpU7OmkhOTTsadjomJiomJjo18PMTFRJ2Kio98KTkRHn4h+X1NUVFRkZGRERIRGowG3T8NJo9GEyyk0NDRYTqGhoXCLRqMx2y+kTjIr0Lj6ehIIkxPsguNyCgoK0mg0kZGRJ+QEL0SzboV7waWmTlL/+np55Vxgt8PLIzg4OOgdSEpjgoODQ0JClKa+3pmq91Kqgpnw8PDIyMjo6GiNRhMSEhIcHKzRaGJiYk7KKSYm5sQJ8JyAXRMppwhTgquRkZFRpvS+PlD+o+2GsoUPJfg0Uy7IixcvVlZWQotonufVk4YFUxJVSXqv0vvE16H9Os/zmZmZPj4+vXv3btas2ciRIw8fPlxVVYVhGCUnOB1EkiQEQe7cuTNnzpy2bdt++umnixYtyszMLCsrg14pYDQypbOgF0+SJGEHw0O0b9++U6dOY8eOjYiIePYMBDkiSVKv11dXV8NwpxRFpaSkjB49plWrNi1atFq1al1qagZvCrrD0ICv05RIkqJeTz0rqCyrwA2opEckHSJpEanaIFXrpWodcBkOfIdrpQoZ5VqpXCtV6AAqtUaH4tXVkrZa0snQayW9VtJpJZ0OREHSGSQ9KhkwCcElFJcwAgTsJCg5AJPsOIXhQfBOVpRoUcJZyUBKelzSExJCSigtYTJQEuyOyJVgpIQSYNWASXoU+Ew04AJCCCghoBiHIDSKUDhKkThN4RSFUSRCEAacNOA0SjAYyWIkg+E0ilKIgUL0FGqgMQONG2jCwJAGhkJYGmEZhKENNK2jKC1ZAx1J6XECgCAQksQpCozACJxEURxFCQwlMYzCMRqTgWI0glIIStcHSv6JRDACwXAEwxAMlWE+udOAGQyoXi8DwQw4hVEsSbEUwRAIgYI5ppgBJVCCwimGVIMGXmdqwNAkTRGMDJrEKQgCI3ETCIxUgSAwgsBwCBLDTEApzBymn5QyGImihBEYjmI4ir80CAzIsWFgBIYp7XpRhiBQCJJAXxEYSWIUiSl7EThCYAiO6jGD1oAjhMiJPMOzwEUMgOzvBfrPfNml7LyTZiiaoV8E4D3GCOhMxmwJK1G8oLyPGUq+l2Q1xfMW8PFI0zScQoeiKEEQ0FwQ3ImqhDeQVEUas68vAShtDMMMcoIdAd9x6o6AnYDVTvX2TO0ir7kG562iKIqYEmzeu7A0tQhMt4XpNU9S3g3WAOuEZ6eXE3TaQxAEgiBarba6utpgMCieeZS7zKxfzNqjdNDrXx9/4j3hTHd4ERoMBp1Op5VTdXW1Xq9HUZRhGJ7noVsRxeYZ0nUVVzdmpfcnvWd8HQr20aNHv/zyy1dffWVhYdGnTx9/f//c3FwURWEPQe+zgiAUFBTAkFdt27a1trYODAwsKCjQarVQjw6LwbsLuj5gWZYgCLj9yZMnR44cGT58eJcuXQYMGLBnz57bt2+LomgwGMrKyoqLiw0GgyAIpaWlwcHB/fv3t7Bo1blT14CAzVcuX6cpI2GnKZ4igTNHkhIwnDMgLIIJmMKDMUmHSToUcHedAcT3AdxdL1UZACoNUhUiVcucXmsApFyvlwwmIAYJMUgGORiQAQUkGyUklJQwSsJpiaQlkpEoTqIhTZcDWvLykpYknJMMlKQnARBKwhjA4AlWIhgAsKMcYJVmQR4jRQTnDCiD4ixwjEiyJMlSBAvc7VGcwPAiw4kgyD0jkLRA0iKI0cpKDCtHbaVEihAoQqQJkSFFlpQ4UuJJSaAkEYIUBULgCUEgeIGUQXE8dJLIsCzHc4LAg8hTLCPRlAhDtzI0+HwB4rnK4WApWqwNgaIheIrmgYtyhgUuCQFoGRTFUGraTTIkQRMEhRM0TjIkwzNy6FCBkziao8EZMyTN0azA8hIPAWOLihIvirUhcCLPiQIn8CwPwTGKd3bg9rE26wTuBqG3R5PbdejinRJoBWqn7/X4Xwce1s0BXMw3DNmTOvSnXndZx8O60dH869Dl2udqdurAbb3K8aLxV4ZkKZxCgEOYt8bXX5JbA04vU3Yzpm7yBQkY//uboF8XxeGa2sM01FAoS/h6E0URmn5CB/miKAqCoOirYGHFmaNSbb2ev5WaGzOvIQGGYeRvxiBSgcI8eDkpfgb/s8a48Now6S7/Y/8h+XqL1MvsmocXOdQGwo5gGIYgCBzHabpWMGZlR/X9YnbHwR5UOvQ/JrX388BQsIqvKjhywXEc2kIr3kQgXzc7xUa+/hbvkZeqqry8PDk52c7OrmXLlpaWlsuXL7906RI0RqdpGj7dSJLMzs4+fPjwl19+2bp16y+++OLIkSOKDzLYwQiCQPJdXFys0+ngoA2+n6qrq+Pi4hwdHbt27dqpUycvL6+LFy8KglBdXV1YWFhcXAx5/+3bt3ft2tWjRw9LS6vPPx968MDhO9n3MZRiaIFjJXniKU/TIkkJADKTJmjgJhyTgVKAZCMmBg+U2TiADoIAKnADIRlwWXGOASeGGCbhuAkEUKVjMk0HOnJGwmUQjEgwAsGJJC+SgkSJEi1JjAzA1wXRwHB6itXTHMLwOCeRvETJAPxekHgRhKkRJInlJZLmMIJCUALDSYIElv8szQgMB37jBUkQJUHmrhwvsRwAZ9rO8xLHShwDwLOSwEoiC6KISjC+pimqTc0qDB4KLgBRjt5ZEwtUlEQe1AGq4SSRA6sCX3NkjgeHrYEgcTWQY+YIAmcEzwm8zKk5TjSCFVhWgOGKGE5gRXDqxgQGCyLLCkAqpuA9pt9e8F8J6dlQXB+wHYYjFcCp1ACenHqp/lXJ14wczMYM8qpJRupqXjIPu1UdKVW+Gp53Hm+jgHxFiJzI0TxmwCBf5xieIWX9uvlIpy77N98i+8RnIcOmaBrAOGCrkzHRcEjZ/3h8HdJotbbpJRkefNU950qv+/J7yZqfU2fjT2oJCIIAqR6cagUncSlbIGVXl2/Mv10JKMNUODqFenQ4fxFOmYMf9pXLXiHrypgWdhak+zCvdietEPfGzGtIwGwArNSgCJ/juEa+/nbviFeuDcfxW7duzZgxo1WrVp988snMmTPj4uJKS0sZhsFxHEEQvV6v1WrT09O9vb179erVvHnziRMnnjx5UpIkjuOgO1WdTldUVHTv3r1bt25lZWXl5+dXVVVBl+pQT3/lypX58+d37969RYsWS5YsSU5OFgShvLz86dOnFRUVVVVVJSUlSUlJ7u7uXbt2tbbuaWfncCI69smTpzodotOiBgNOUzxD8xTJURRP0SLUB4PIPrKNCs0BFTglq7FJWgI83oTa5Nuk9qYligZBghjGBLkqSlaKk7KCHGcEnOZwikUpGqVohKIQmkJpGmMYnGVJgZf5Oo8wtJ6iDDSNMCzBC5QA7GRYEXDnGq4q5ymGxQgSQTFMHrzSFMWzHOCZZtHiFXZq1plG6m229XVWxRo+/zq717ePsdGiJMokmDcNVWqVlccOZmdbq0DjyluWgCDhCLCNkbk7x5AMS5lzcbXmHoarMl/CGKwguJORqZMM3RAoleZc0bIzcoglhbu/1/Ywitoberx9y/3VWN3vLAFlUCRJEs/zFEVB1ZJam6g4Qvid21JP9Urz/uOZehr3upvguAj6nYNKQIIgYLQBDLwMgWcLaA+j1WoRBIE8HvqShhpDqHpXDHLUbtehMYxiz6JoGBszLykB9ahJGSkpXQ2/DULKXvcLRt2rVNnx3c+8T/Ywii6BYZji4uJjx45NmzbNwsKif//+CxYsSEhIKCgoIAiiurr6yZMnGRkZ27dvHzduHDSG2bJly/Xr1+EXXjhh9PLly3v37p0/f/7ixYt37dp19epVnU4Hx8pwTFZUVBQbG+vs7Ny8efMBAwasXr06MzMzNze3pKREq9U+evQoJSVlw4YNo0ePbtHCYsKEidu377x27UZ5WaVBj+l1KGLAGRqEmKdIlqYFhhFZ1qiDhppolgdKak4myLwk4ZSRKguSRLISQnAoyQMQnB5j9CiNkwJGcAaEFuSCggA0yuqqWF4C9ikAAs3zNM9TQi3QosBIIiXwBM/hHEtwHMnzjMlahjcpSWtiwIsSy/E0A0JDgpCUsnJA4DigWedl/Su8wCHvhfrXmp0lUAaUNBV+BdILa3zx7aM+8kvof0UBUHPIzmv02QpZh4rlOkcFYw6zjTiFMUByL5mMAwNZQ19/Ho4K4NLUSGNrTQMG8x2hAtzUafWdvXK6L87IB4GnaX6c57S6gZ9eUip1i8mfdUROFFgQppSjOViEJmiaoEVO7gVRggxe5ERQkhPBxxZO5MBXEp5leUYBx8vhbDmW4xjeBIFn6oDleQ5qZjg5x/FCfQCFjOUUPc57k1FsJ+pKHW4RRRF+31cXUH9Zhm5w4SQiiqIg9Vd0V8pbUL17Y/5VJQCvJ2UvOKsKMkWCIJQYI+oCCi+pS1yUYo2ZV5WAWk2uaNaVGQWQssNP8VDXDjkiHErBcRQsrMwGMX3Dk2M7qwzIFI17Y6ZeCahEZVSrKFtgv5AkiaIo7F+1PgJqXWGd6nDa0LT9Pb1Z3hu+rox3YQbH8Tt37uzZs6dnz57t2rXr27evp6fniRMnrl+/np6eHhkZ6e/v7+jo2KlTp65du06ZMiUtLa24uFgZ0RIEER4ePm3atNatW3fv3n3OnDnnzp1TJvTAqagURZWUlPj4+HTr1q1FixbDhg3z8fEJDQ1NT0+/du1aVFTUxo0bx4wZ07Vr1/ZW7VesWJmWduHp0wKdFkRsRBAcxylgSMHwFMUyDDCPAUSXM1lAq0yhgdsZXsIIow2cKEk6A5pfUJTz8FH23fs3b2ffvnPvfu7DpwVFhcWlxSVlHG+kjyLgwyIviIIgGk0rgEm1xANjCBFanHDADAVCYEQAWuRpQYbIM6IAdepqklZD/URQOS/brSrEROB50cjCBaCNNwOsiBclTgRjEVYGyINmgcLm1Fe9BZrhCAKwYWFFkZPAPnA3aH4PbWmMFjUyYTVSUXC+8hFM5w4loF4CCxpF6nUz0GZdsTZRnu9wwCGBtvMGzFBSXvzg8YOrN64+ynuE4AjNUrzI1bUgqdeaRL0R5pXDCbKBT0MGK+piyrHAMKi2JYyx2+GJvvJSqVhppqpzFfOluhmzC0BZVV9SL58XjB3OswKBEvBzD4ESuipdVXlVWXHZs7xn9+/cf5T7qPBpYVFBcUVZJaJHKZLhONmqCXB0geZ4GsytEFgAaAElsKKgmFNBoyplyUuioPBNmFFup9oZs1Lv0apyPTeUEUWRJEmDwQB1t3q9/tmzZzk5Obmm9PTpU51OB/k6iqKQvsPXofJVGj4lXjg2aKgNjduhYS4kIgRBVFZW5ufn3717Nysr6/bt248ePXr27FlpaSl0V6eIC46a3lMKopzFu5MxPgNUEzZgj0DaB4dPUMWO43hZWVlBQcHTp0/z8/MLCwu1Wi2O4+pZB2rrF7UjcGWs25h5jgTqzgFQ+gIKFroAgQJ/KqeSkpK8vLxHjx49fvy4sLCwsrISkQkZnGnAcUY10Ltzvb18S94Pvg4Hu0pQJNhPBoMhNTV16tSpvXr1atWqVb9+/caMGePi4mJvb//VV19ZWlpaWFhYWVnNnj07JCREq9VyHMeyLIZhVVVVhYWFR44ccXR0/Oijj6ysrFxdXc+fPw9HwPCLjHKPRUVFubq6QqsYCwuLoUOHwhgio0ePtrKysrS07Nu3r7Ozc1BQcFFRcWlpeWVltV6PkCTN8yJQgXMCQ3MsK0CmXpdEURRbWlZRWl6pR1BIZfUIevvO3dhTp3bs2uW+3mPZihX+mzYdPHwoMjrq7PnUm1lZeoNB6WDlQjfRDMA8TJwVUF2FlAATchGAEXlG4GTwrCjUZdFG1iyTGEGeZwaPYnwZy3zdSNkb4mGAdckcnRVFaGcDufdL8XVeEFlBZERgcq/Yu7Mm83tGMlrjg3plBT7QlDfEdOtsN04YrcvXzbYIwHIdzDcFE1aBKl18Wvg05tSJ7bu2rXVfs2rtqp+PHr5+61pFdYU8P9VMW1+zCslvQ6bqChGv085aZ6QUgxkT16+Pr6v3a+hc1WWMeXXFdfh6XY5e7xaFqb9JRr6yaZIxaJHKsipdlR7Vo4gOfXD/YdzJuL27923w2Lhm5Vo/b7+9u/ce/OlQVET01cxrRUUlIGYxC8i6/HFJoHmBFgQGgGcFcJ1Dvm4auyqDWDgbog5fFxUh1Mq8RwTdrKnKE+P5GYZhHj9+nJGRERMT89NPP/n7+2/YsMHHx2f79u1JSUnQRxa0KjTISbG0UbS88AM0PPrzj9X4a0MSwHFcq9Xm5+enpqYeP3588+bNXnIgql1y+uGHH06fPv3/4n6gKKpw9EaBNyTM19gOhalYrkPmANW6akdJpaWl169fP3jwoL+/v4+Pz65du6KjowsLCymKEkUR2sMoREI9plXe2o2ZF0rgOXxdCZ7DcVx1dfXNmzf37dsXEBDg7+/v6enp5eW1Y8eO0NDQCxcuFBYW4jiu1r6/xlXxLuzynvF19dCKYZinT5+GhIS4u7s7Ojp+9dVX/fr169q1a5cuXTp37tyxY8cRI0a4ublpNBroPQa6gsEwDEVRg8EQHh4+a9YsKyur3r17z5s3Ly0tDXqJgcZq0GZGFMXbt2//8ssvK1asGDNmjKWlpbW19aBBg77++utBgwZ179593LhxS5cuPXTo0PXrN1AUq67WVldr9XoDTTPQcpvnwWd6jhP5BhgZw/BavUFnQDCCzMt/mpae/tOBg+7r18+aPXvipElffvXl50OGfDVy5PgJE+wdHZevXPnz0aNZt28jKGoWBcD4iBHVpg9QOw0YCQCkLGApMxhAYox83UzlDUk4sMoQTTDdVeBlDGDU6gNluRngRS3zdWixIC9NWnKzI5nfAXCkwIuAr7MvwdcBZYczS1Vsux42apJ9QwS2/u2swJA0QQGHJXhJecmp+FNLli8ZN2Fs/0H9B34+4Pul30fHRuc9y6NZykw3X4dew2tB3TVK/qUGG3UqBFrf+vXrytnXf04mOSnFXsjX66Xm9W58E5pu2pejeZqgWYplSAZHift37iecTjj002FPd09XF9fRX48eMnjoF8NGjP56jO1EW0d7p7nfzfP18Q8N0Vy+fLWgsNiA4oCvcwLF8RQPTF9UTB1Oea5h6gp3lycwGy91eB8BGlRbsw5XlV/fu4z5rVZnned5rVabm5sbFhbm5eU1Y8YMW1vbUaNGDR8+fMSIEd98883ixYsPHTqUlZVVXl4OCaVer2/k63UE+aYbSktLz549GxISsmPHjmXLlk2ZMmXkyJFDhw4dNmzYuHHjRo0a9eWXX86ZM2fr1q2JiYm5ubkGg4FlWXhBqo9dd4v618b8cyQARfccvo5hWHV19W+//bZ///4pU6YMHz78888/d3Z2DgwMzMnJgV8/FIJulqlrUW16uzb+r0cCz+Hr8HNHfn5+QkLCwYMHV69ePWbMmGHDhg0fPnzw4MHDhw+fMGHCnDlzvL29Y2Njs7OzKysr33fK/h7wdahcV24eSNmh6RjUl2dlZQUFBa1cuRJS6o4dO/br18/R0XHz5s0ZGRlVVVVw+AX9pBIEAfvswoULHh4eI0eOnDhx4vr16y9cuAAffCwL5qgpWnYEQQoLCy9fvrxv3z5HR8fRo0d/9dVX48aNs7Ozc3V13b17HzSiUAAAIABJREFUd0pKSl5enk6no2kajgTk2ScMsFEBEMD3eB7oseuHABgvy/MIhsbExi5dtqx3nz6tW7du1qxZO0vLDh06WFlZfdqs2d//8Y+//PX/69K928JFi06eOvns2TO9Xk/TtBlvAJ/1VVYMsnGBUd0u2/oKdZd1Vd6mGmoxGPM7SbbCqce4BT4FwRROUVCdNbDOqXsk80emia8DxfkL+TpQwItGgxvjXADZSczzieoLf4VuZkAxlmcIGmc4Wo/oMn7L8Pb16tu/bzOLZv/n7///3/7xt9HjRu/7ad+93HskQ9bL12GHQ2N0k0iN9j0mugu7pv7rQn29vCxfV2p64VmaDx/r6tfl/jI11Kzd9azKhFsZhYAMuG+N0wXAXOGXA2rAKkorBGiqLkkpyWeXL1nRp1ffph9/+o+//eOf//jw00+adWrfqXOHzu3btW/XxrJzxy4DBwxycZkesGnz+bQLBYXFYHoqy1McT3IcDT5rgcEqpOaMJNYFa3Q4ZBqaGt/Vfzq+rtPpbty4ERwcvGDBgiFDhjRr1szCwqJNmzYtW7Zs2rRpkyZN2rVrN2rUqMDAwLNnz5aWlsLZ+Y32MObPsNddh35gUBS9dOmSu7u7jY1Nr169OnTo0KpVq48//vijjz765JNPWrZs2aRJk//+7/9u3rz50KFDlyxZEhQUlJ2dDRXt8Mo1PoBVL4bXbdGfdz/jM6ABexiKovR6/dOnT48fPz5jxgwrK6u//e1vf/3rX7t3775gwYLr16/rdDrF6EJNN5VvUIrBmKqXXjNr/l7+w62rBagYuMNvHTiOP336NCwsbNq0aYMGDWrduvU//vGPDz/88FM5WVhYtG/fvkePHl9++eX69esjIyPhJ6n3+rJ+j/k6HF3hOF5UVJSdnX3jxo2zZ8/+8ssvR48eDQoKSkhIuHnzZmlpKUEQHMfBiSDQQh1+RtFqtbdu3YLByS5dupSXlwejHsBrQvnspUxYzs/PT05OjomJCQsLCwkJiY2NTUtLu3v3blFREYKAAA1wrqoyGULRPMlz1GSrb14EtiQmCIDTSIIg0ix7Pzc3JDTUdcaMzz77zNra+uuvv541a5a7u/uWLVv27NmzecuWtevWTp46ZfacOb7+fr9dvoygKJwUW89drlJ5QxIl23aLPPAKXg+Ms1xNV7GiLlf068rDq+6jwLST+X94Xmq+Dk+2QX5vrKAhvg4dQSqWMNA1JeTrjCABgKm28vTdN6HsJgMYmuEZ6O2R4RlREsqryvcf3O/gZG/RqkVbq7ZtLdt82qLpBJvxe/fvuZd7l2RI2YelYtQPybKRO8uU1UhW62O/RteUanZeN/8yfL3GgePLkPW3y9dNXLyGoIP5qzDJ3jlNBV7I2kmM1FXpSJxiKJYmmAhN5OyZ3/b/bMCAzwZOHDdx3nfzPd09t23e9sPOH3Zu37XIbdGokd+0btXWyqrD0KHDfXz9E5PPFJaUGjDcyNd56ElUYCQAuj4wwNUoGMeC0SUYX4MEh9rG2dIqRbvppF7wncj8fvj915WGGYX+ikfEMOz+/fuHDx+ePn16jx49unbtOnHixKVLl27atCkwMHDFihX29vZ9+/bt1q3bqFGjAgICrly5UlJSAmdAqr/4N9qvv6LgaxWHmqkbN26sWrVq5MiRPXv2tLOzW7hw4caNGwMDA7dt2xYQELB06VIHBwdI5Xv16uXq6rp///7CwkLY7/DqhXMMYL5ealjrqI0rdSSgCBOSRcg0FEUhRVFlZWVXr1718PDo168fHET97//+b9euXWfPnn3lyhWtVguFD2+HevXrZjfsa68qvfxHzTyHr1dUVERFRS1durRv376DBg0aNWqUq6vr6tWrt23btmfPnt27d8P7xc3N7eDBgxcvXqyoqIDjKJIE0QzqdPt7sOH94OvwQQZ7TjGJgXcRnB2s1+uh75eKiooSOel0Ovg6UQa10PsBRVHK2Jdl2Wdy0ul0MCwWnESl9uLEMIxiI2gwGCorK4uKivLz88vKysCUUmA2y3AcBz27cxwHbzw4+wHGVuA4vg6AUQmksBzH6/T6+MQEtwVuPXv1srKysrGx8fHxiY6OvnDhQlZWVm5ublZWVvqFC5rw8F9+PR4cEvLo0SPFcque+1zF12X+K5MoMDPRyEjA/FEFYJ6qeVIoew3pUlmxq58LimTMqoD2HzWmHjLfBJr/ugertacZX1f7a4f260amLtu1w4CtcEIr1K+rtezAD/yrghVYnMJxCoMUHLp9r9JVZvyWMX/hvMFDB3fs0qFv/759Putt0brFBJsJMl8H+nVOrNHKmw4K+TpksDU0tQ5lfzFfNyPryrRQM3uYGr7+vFm1ptYB2cCZtKYlYKW1teB12lqPWh2WgeNClTbdaAAEXdvI/jJfUsXO0Zwc8ZTAQaBT9HTs6fXunvO/m79q+eo9u/fGnjh5+eLl7FvZ9+/cz76VHRMd67Fuff9+A5o2bfbRR03t7B33/fhT7oNHlVodxXIgIipvtIcBM63rI+u0zOOhzQyIzSUDXOHQ4kteQkHBad3KxV/PfffObKp1S73cSlVV1blz51asWNGjRw84t3779u3x8fFZWVl37txJTU39+eefp06d2qNHjzZt2jg5OR05ciQnJwfOq1P4OmQnyuf+hh4OL9eiP10pRVwPHjzYvHnzvHnzZsyYsW3btqioqN9++y07O/v+/ftQJxUUFOTm5jZ48OCmTZv27t37u+++u3z5MoIgCjtUYvoofVGXtf/p5PsqJwxvZfhJn2EYGFNWsWInCCInJ+fo0aNTpkzp1KlTnz59OnXq1KRJk86dO8+YMeO3336D07IhUYETTJVbQ+mRd+Zp8a43RHnkQvoH+4Jl2aqqqszMzJUrV3799dfW1tbTp08PCAgICgpKTU3NycnJy8t78OBBZmZmZGTk4cOH09LSnjx5QpIkvAoQBIHx6V/longnyr4HfF3RFih8XaHgyhNK8YqvjGXr3iHq6arwV+gtFXJuqEdXvKiq1eQmT4ayL2c5pjd00qRsV4YQ0AkudMIFYgvRtPwyM/F1lmNZDriXA17h4HUokhT17Nmznw78NGTo0PYdOgwfPvzAgQN3796F/qGgx4aKiory8nIERYtLSrJu367WapVrp567TflNzsgkueZbP5w/WsNLlLdE7b2AzE1bQA2mZGy0aVX5bypb8x8wNhPTNKpdX5GvmyIrKT5hIH2vWco2M3X5upq1vwJlFySB4RkDqtchOgRHTAIQz18477HBo/+g/v0H9Xee6mznaDdsxLCmzZuOHT9m30/77j+4L/N1FurjVXS4Hv26GR82sdyayakmgb1gC7TVUPh6PW5hXnDeJo5eQ9mNvnUAI1da+Sp8vUazrrB2hazXGvbVb2diMhaXpS5ILMUSKIHokHvZ99PPX7hyKTP7VvaTR3mVZVUESrAUixnwqvLq6krtld8yvb18Bw4Y/PcP/rdXrz7r1nncvZdTXlFF0AzNcgwPgs1COg4pO1S011rKBeSYtPXzdVHl21H9wFEeNf/ZDGxSXULW8J1dc5MqORin2dHRsWnTpv369VuzZs3du3crKytpmhYEgabp6urqAwcOTJw48aOPPrK2tp47d25qaqpWqzU94oAMlIea8opVng+NmRdKAL7dJEmqqKhISkr6v+x9CXgUxdY2n1fvL7gBStiXAAESdgSCoCwiKKIooqCogAgogl4C4oZ+eC+ouCGgQEAWBSOKiIqKXFRQ8VMElH1LyJ7MvvVM78vMb/fJHCo9S0IIkJDqp5+kprrWt6qr3jp96tS2bdt+/vnnI0eO5OXlWa1Wj8fDMIzP54NdjLt27XrxxRdbt27dvHnzfv36rVmz5vjx4zAfCYLgdDqRvpONUmYZyhMA+0y1cJSnRnHCwJHnYAoGOQPDMNu3b3/wwQf79u3bs2fPyZMn33HHHbVr127Xrt348eN///13n2EQAhRrTe9FZF7VAsYqUkhVVRnjUhTlr7/+euedd7p3796uXbs77rjjk08+ycvLy8nJsdvtwOX8fr/T6czPz8/OzgblYZIlIlU7o3HyguNQ/fg6zI44S8WZG/AROGBAJCdXVIfCT11A05F/w89YllNJvo6LaUgfZP8QgMwRR09ce1it1s8//3zy5MktWrTo0aPHpEmTfvjhB7vdDj0DTsfw+/0sy8JhGXa7XRAE7DemOkbtfKYxgowSNTwmjg5MAeLiT3RgyNOOqHz99ONIF9D505ZlIvi6EjYXU2I0JmwzUjcbaSjDmP6WV8SO2ueyKjEs42U8Xr9XVERJEf0s897y924bfmvP3tc/8NADy1cue+LJqf0H9b824dpbCb5unJAqK5rO2lX9BnUTXT2d1IdBJkw4cFFTBkcnqXwUvo6a6yaHibjDU52mg+FP/Bu2nIny8vKT9XAlY1N27Ca6I0zNIxyqpimqKimyKAucyAcEnhXcDo+12Oayu70uL+NhAr4A5+cEVgj4WJ+bUUS1IK/wkw0bx4x5oGmT5s2atRg3bsKuXf+Xm1cQYHlJ1fRDAvQFSHgLB2y8Lv0XjCnBKgOWGCXn6+I3AtSHIepBvkRVwU0U7bQz8h2L6iNJ0sGDB//3f//3hhtuqFu37v333//RRx8FAgEYxNBq1s6dO+fMmdOuXbs2bdrcfPPNH3/8cX5+PuzLxzHZBMXpolBXWQiA8CgUCrEse/jw4VOnTlksFpfL5fV6wRodCIlgoiksLMzIyBg8eHDr1q1TUlL+Pmnkjz/+CAQCYIQA7H/jvANzJU49UZd2ZZXu9POoXajKep4ud4VcqqqCfB0+syuK4vP5fv/991dffbVr165Dhw6dNm3awoULJ06cWKdOnQ4dOjzyyCN//PEHmAOHDQmUr1dW3wAtBhyONm3aNH78+FatWqWmpr788sv79+9XVRWWtahAEQqF/H6/w+EArQpoC3wRsEdUVgnPQzrVjK8DzUXEyekB0UcH+RTdOHjB5y2SsptoOorYy8/XMQryfkwf1nbYojAQ8Dx/7NixF1988YYbbqhdu/awYcMWLlwIW/7B2r8oimDtFTk6mAKAdHAnLtYOxmLMBR2IiSlK9eHrKFZH1g5G3cE+jImpw8/y83X9vNagbkJH4USOYX0exuMLeG1O28msE0+lPdkuOemWoYNfXfDK4WOHX573chS+rkollD0YFrTrG4yBr58WWBM0HT2rP19HgTpq6pSi4qV2Lcfh60FVUyVFEiSREwVOlHhJERVN1nQr/JpOsWVRAaG7z80Yn0D0FSzj9f/+2+6ZM59OSelUt2794cPv/Obb746fyPT5WUXTNbDgSxHu943WBPqnJPyahK9M9XXgy17OKjidzq1bt44ePbp169bXXnvtnDlz9u3bB3EDgYDH4wGxbnZ2dkZGxoABAxITE5OTk5csWXL06FGe50l9GHIgOkteiLWoIQ4Qx+rnPBinaDMMA0wRN1DBd2BBEOCwnp9//nnChAkpKSmtWrWaO3fuzp07yW2OmqYhX8fVFDlvVhjVcnaqKhKswtUkIwLPC4VCPM/n5uYuW7Zs1KhRDRo0GD9+POxkmzlz5pVXXpmcnPzoo4/u27cPdS2QbOB7QSYL7ioCVNUvhiRJgUAAXhCHw/H666/36tWrefPmo0aN+uabb0DE6fF4XC4XHp8UCoUkSQJbIPg6oKgX26Lq1x1LWG34OhJNGHQQ6zNywGuDbxE2ITiQW6PjTOXrcfg6apwD9JqmcRzn9Xr37t07ZcqU5OTk//f//t/06dO3bdtms9msVmtubm5eXl5+fn5hYWFxcbHNZoPtsNBfyZEXxwJwlIeCk6BhV4jvIKNEuqPEBQpMkLkS9hQlKHidlq8bwl5UgwHHOeTrhip3ybbbYCgoyILX77HYi//Y98eaD1aPvHdk526dZ8yasXXbt7zEvb3oLZKvHzt5VJB5WZesw62UKMbUPL6OYmjCUUoRC7pNTPm6fnDA6c3PQSUksKLPw/jcPlUuOZlL1U1sSpyfl3hJtzgUCgmceOTw0Weeea59++RrrqlH+TpoD5ZAHfNdO/0gGAweO3Zs6dKl3bp1a9y4cYcOHZYtW5aTkwMhSL5usVi2bt167733JicnJyYmzps3748//jDtEYociyLHCupjQuB0Y4Rd8NE/EAiApByVjlRVFUXxLPm6Kfcz/RkuY/X4f6a1ixUeamu1Wnfs2PHII49cf/31Xbt2XbBgwV9//bVjx47Zs2dfddVVKSkpkyZNIvk6aMBHTtblmaOrB74XopQej2fv3r2TJk1q1KhRly5dnnvuOVCDsdlsR44c2bt37++//37y5EkwO8txHClTwLUrKU24EJWoYJ7Vg6+TkxCy0livVnx/nFEi1WNiSdwrRb4O+lJkK3Ec53Q6f/nllwceeABsQj3//PM7duzYu3fvxo0bFyxY8Oabby5atGjZsmUrV67MyMj49ddfc3Nz0Tw8VBPXHuSqkcwllhtRihXA5I/hozpMgfWflc/XYbMpEHedxFeGPoyi82yDbWMV9HNM/d7svOzPPt/48ISHhw4bOvLekesy1h07eUyQhbcXvR3B1wWDrJcw9TPk67rsmNR1KY+7aunDGGY6Uc/ltKJNWAsFTg/VLY0aVxy+ru/sxMvQYg/4AoyHUUSllGI9EYr1c3/u2//UUzNat27bpEmzsWMf2vnTL9k5eQGWV7RSe1zjK/iA3L2UoB1+mP/qdcAynqWjBJCzSAVSINOJ9ImfvKZpe/bs+fe//920adPGjRv379//008/tVgs8H0PttFzHAc0cc+ePdOmTevWrdt111331FNPbdu2DXQwyFkQB1hyRiRLRd2RCJBtFAwGBUGAo7jRngFyPqDsVqt106ZNt99+e9u2bTt06LBgwYLff/+dYRhZljVNg61TJmkUOUFEFqD8PmRRq767/PXCkNhvSQd8D9+7d+/bb789YMCAXr16Pf7441999VVubu62bdumT59+5ZVXUr5+fvpDYWHh119/feedd9auXbtv376vvPJKTk7Ojh071q1b99Zbb82dO/fZZ5+dP39+enr6119//ddff1ksFp7nydfBJPM9P8WulFwoXyfbUT8ANfKC75KwFTWOBN30yKTdDsmSbSYIgs1m+/7770eOHNmiRYsrrrjiueee27hx4zvvvDNs2LA6derUrVu3UaNGrVq1ateu3cCBAxcsWLBjxw673Q6WjyEpE1+PXBWQOZJuHJ5IzzhuDB/VESUi8PXSf6MEO+2F8nXDarxO0EgRO8rXzXw9WHJkUsnGU63EIjvoyZzeUBm5xVILqWpQkRRRlAVJKWXdiQn4jp889tbCN5s0a3zb7be+/uaCE1knPD53QXHBqwteGTCo/3WG/vp7y949dkIn8YpGkPXTBvdLjM5H1cEgPEvx9VK6JPG4rS6OPn2UrUltHX+a9Nf1n4AEaq6Do7T+enxuazxFbXVQJTHzdYKsq/rRTrqJRDx9CzzMf0F/XVYUyVCDAd1zNaTJmiLKum6MYkjZT3cY3eW0O7//7w/jHh7ftGnzzp27zpz59KFDR2x2hyDK+jZRLajbMA3qd8nBSdEcEACNJpUwTsJEjG4cRn+sGrZZ9XeOZKUVc5NvbsVSMMWKfDFLQxX9l6ZpYPC7Xr16rVq1GjVq1LZt24qLiy0Wi9/vh6+CwWAQHPn5+f/5z3969ep16aWX3nfffevXrweOSPl6JPjl9AERLFokA5m6qW/AN1VobmjFgwcPvvbaa0lJSU2aNOnVqxeYKAC5Esuydrvd5/OVmtiM3cAmmlLOEpqCRe9GVdXXVPgyf+I7hd/zwXoEx3EejycjI2PkyJEdO3YcMWLE1q1bT548CUpiDz30EOivP/roo3v37oXNZrDfDJoSkwVHJa75qyrwlV8uGIUURcnKyvrggw/69+//j3/8Y/DgwfPmzfvll1+effbZ/v37JyUlNWzY8Kqrrqpfv35KSsro0aMXLVoEFjbhdQAaZnoRKr+s5yzFasPXUcSOq97Id8+EUmQAfAnhtSGHRVLcDo2K4x1oFuIZcthvMECkYB64O+57gEEZiwcnrSqKcurUKVAJbdKkSYMGDW677bYHHnhg0KBBN95444ABA0aMGHH33XcPHTq0Q4cOzZo1GzBgwPTp09esWfPnn38yDAOpkVWASmEuF95hlk3GL1EkXy+h7GAHBk5QIg49VQ2mbtD0oKyab9j3af6rBRVjC6IuItVCqqxIgshxAssLujJ0SD+4SnK67AcP7X/7nbdG3nN3k2aNn5g29b/fb3N7XAGWyc3LeXXBK/0H3nTVNVfeetvQlatWHjt+jOM5RVPg3FfdgLduN7OUZJeg5qi2TjqQ+uq8tpx8vcSMC0ZFR/Rtq1FTLUmDLEq53LHly2pQP/lLlGVJUfRTfY2li76Y0fEx+LMW9lMVVZFFntdPESt9qTpfV/UdscZXGr1IhkMWZVVWS36Go2SeOPnm628OGTwksVXi6PvGrEhfUVBQ6PcHdEZtLGiQr8ei7KRlmNN2k/Q3tuQGW+xgmR1fN9MEXLGflZiaaawLw1P2fxNfv/fee7dt2+ZwOGC/KRIL4OunTp2aN29eamrqZZdddtddd61evToOX69wkcou9MUSAiACXXO0GwhHAeI+Ragrz/MMwwiCoKoqz/N/K+xOnTq1YcOGjRs3HjRo0JYtW6xWK570ByeBkNMT9LTIqfNiAbIS6oFtAe8yUAXYBCyKotPp/NtoZlpaWmJi4qBBg+bOnXvixAm3222xWD777LNx48b985//bNeu3cSJE/fs2QNq1mDhDfc4kk1QCcWteUkAnrIsHzhw4OWXX+7du/fll1+enJw8ePDgsWPH3nrrrQMHDhw+fPhdxjVgwIBu3bq1adPmtttue+GFF7Zv326xWIBDwjcoHNmqF5DVj6+bpgH8GRV3fBrpME2xOHci+SbHO5LBw7ZUOFAJrIHCX9wYxPM8ak1BqcA2fCgUUhQFNix7vV5N044cObJs2bIePXpcd911CQkJiYmJHYzrnnvumTt37rvvvrt48eKXXnrp9ttvT0xMbNiwYbdu3caNG/fFF1+gARkcDnCUiYpDdfAk+TpQXBDzwlmnurV1LSiqmqgFJbj1g+f1gyx1Q9vRbklWzLeim/iTVU3WNEVWREE/x5ZlOT/L+YG9en2eI0cPb9q0cdSokZ27dOzeo+uixQtz83J4gfUHfLm52Qtef3XgoP51rqh927BbP/hg7fHjxzmO0zuPzu90jgiS5sjKxGXtQLdPk/WKUGmk7KUcwNRjpBe5oIpabiIYOrFHwVbOYEgn2JKi8MZ+UV4yTJmqiqzKeCuqXHLrZF6WJSHA+FQZv2yUrANUWd8OoK9cSl8iL8iCqEpKKKivtPgA53a6vvt269j7H7i+e4+uXbrOmTPnv//9r8fjlSQJohql0o8dAAl61L/kMUmmMQHfKRw9ogY4I09MyiQ7OKNEMDCZGrpLw1bGr6h83e12owgK4muaJknSsWPH/j7ftF+/fpdffvmwYcOWL18ela9jSdBRRiFq8GPoBihfh4kGpxvc9QSbnURR9Pl8mZmZCxYsGDJkyNVXX925c+cpU6b89ddfoKQLciKcy1AIha2JLVJN+co57SkADr5cYOAFpvKTJ08uWbLktttuu/baax999NFNmzb5fD5JkpxO5xdffDF+/Ph//OMfSUlJJvswJIXABRhFvmKNiMva3bt3T58+vXv37nXq1LnuuuuaNm3aqlWrAQMGTJgwYf78+UuXLl25cuWLL744cuTIRo0atWjRol+/fq+99trvv/8OBIw8UadiJbmAsWouXydHLpw7YYDDQRPfN5BqOBwOq9VqsVisVivopTiJy1H6crlcoNwZDAY9Ho/NZgNjQwzDeDwe+NZ89OjR5cuXd+3a9YorrvjnP/9Zv379Xr16zZ49OyMjY9++fVlZWZmZmXv37l2/fv2MGTM6deqUmJiYmpq6aNGio0ePQqeBEsJwTIpPLmCXqmjWUaliKRG7qomywksSJ4gBXvDzvJ/jGeP2c1ygPDfL+f1+n9fndrudXp8nEGB4gQXK7vf7GL+XZf0//bxj7tyX+vTp3adPrxkznvpxx/cBlnG5HDabpbAo/62337jllpuvvvrKO+4Y/tFH67OyskDoZYzyulxd124JlpgcicvRTbJsiKdT9hjkuiz/UjQd9/meNV9Hhh6uFNpageWUrAUFSfZzvM/v9/h8DBtgBV7n64okqbKkSnDD2klXdgnfksgzPk+A8Qoc63E5Ga8Hek4JXyd12fWvIUGRFyReUGVZ/wwiiMWFRV998WXav2a0T2rXtXOXu0aMWLlixZ9//smyLLIc4ytK2YBCFSvab6t3vPh8HbmLqqqBQODgwYNvv/32kCFD6tatO2TIkMWLF5v4umlQxZ/VG6NzXHqk7CgqggkIDt1DegeOzMzMlStXDho06Lrrrqtfv/7kyZO/++47m80GxjfBniMkCKydnCCwOcBxjqtVLZMHZIAG4Hzq9/t//PHH4cOH9+zZc/Dgwenp6YcOHYIPUMDXx40bd8kll7Rt25by9XPX6pF8/fLLL69du3arVq1uueWWl1566auvvsrOzgZGtn///jVr1owZM6ZTp07NmjUbPXr08uXLT5065Xa7UZpz7op67lKuTnwdVWJM406c0SdqyFieuJsbaTqeVyqK4okTJzZu3LhkyZLXXntt4cKFixcvXkJciyOuRYsWvf3220uXLl27du3y5cvT09M/+uijffv2wUGqcDbqkSNH0tPTU1JSLrvssksuuaRp06ZgnCgzM9Pn88GoHQgETp069eWXX953331/W29ISEiYMmXKV199BYd1RRpTi4PGuetGlZFyPL5u7C6VFVUQxECA9foYl9VW+M23X658f9nK95cbd/rK98txr0xPT1+2dOm7S5Ys+uqrLw4e3O8sDiJvAAAgAElEQVT1uiVZkGXR63XbbBartfjDdWvvu29U9x5dR468K+Pj9ceOHwkEGIu1yO6w+hjPkncXDR06uG7dq++8846MjIzs7GxJksK0pkbwdVg3oIo7J0p2l2v/wYPfbtu2+sMPlq1Mf3f50uUr09NXrcB7xaoVK1atWPn+ivfJe2X6+yvTV61MX/3+ijWr3v9y86ZjRw67nY4ofD0Y0mRF5HlZEHXReyhkKSre8cMPLzz3/M0DByVce91tQ2+d/595P/74Y0FBgWwQeuyQuLqItdypyWQdFKNJ/XXQh0H5erhj66r7DMMcOHDgnXfeue222+rXr3/LLbe88847qCcdVYKLIy02B3VEIoD0GuYdGPZBuQVtgoExQZvNlpGRcf/997do0aJRo0YDBw5cuXJlcXExHDQLAxGkj2kCa4d2xOaotnNEJHjnxAc2WwOGkiT99ddfb731VseOHQcOHDhnzpxdu3Y5nU6e51G+Pm7cuP/5n/+Jw9fxiweuAXAZdk4qcDEmGsnXr7jiioYNG950002zZs3avHlzXl4e1pthmD///PPdd9+FTyKdOnWaPn36//3f/1mtVv1g+Wp7VTO+fu5whiEM5yfk7pAjwzDffvvtuHHjunTp0qBBg9atWydFXG1LXy1atLj66qsbNWqUkpLSuXPn1NTU4cOHf/DBBx6PBzRnGIY5fPjw3zy+bdu2//M//3PppZd26dLl2WeftdlskdUsLi4GzdFatWr17dt3wYIFTqcTPlKbKHu1HYvL4OuhkCIrPMv5PB6HzV507PihRyeNT05JSk5OSk5uZ9ztk5PLdbdvn9S2bevJkx/d8ElGcXGhqukiW4bx5ubl7N//50svzenStVPv1J4zZ844evSwxVLkdNqLigq8XremKcvTlw4dess1EXzdgN2w4n6xy9dNfJ3huKycnIxPPpkxa2a/Af2Tkjs0bt60eWLLFm1O3y1bt2xl3ImJLfFu27Z1504pXTt36tq544Cb+k2cMP6DNasPHzxo5utaMKioiigJHK+buVf0PQd//Pb7mwtev/WWIa1btmqc0PBfTz6188cd+Xn5nHGsGPn6UL5OohHpLr98Hfn6rbfeWq9ePZKvIymEwSfyb2S+1AcRQG5tkq/DSaVgTFqSpMLCwu+++27KlCmNGjWqW7fu9ddf//LLL+/du1f/3CTLJFkHwRbOZbQ5EOpyOlB/VZZll8v1/vvv33fffS1btnzooYe++eYbi8WiKAqY7kH5enn4emSLlLM8NBhIFkBtDPVh6tat26VLl4kTJ65bt+7EiRO4BIKthh6PZ8+ePU888URCQsLll18+dOjQLVu2FBUVQVLVlLVTvl7yLsCghm8U8nXwF0Xx559/njZt2oABA9q3b9+tW7frS189Iq4uXbq0bt26Y8eOffv2veGGGwYOHHjPPfd89NFHoPcmCILL5Tp06NCKFStatmz5j3/847rrrhs9evTq1audTifHcT6fD7YNQcdyu92rVq268847L7vssi5dujz99NNFRUUggyFPUTVJuarVe14uvh5gvXaHpaAw58DBfdOmP5ba5/rUPj2Nu1dqn/LevXpd3617l6eemv7ZZ5/m5+dKkn5erCCwhw4feOedt++66862Sa0fenjs2g/WuFwOh8NmsRZ5PC673ZqZdWLe/H/37dfn0ksvGXTzwJUrVxw8eJBhmLDUxMzXoUrl+4sWVmIJgsvyj6UPE4uxxikWmRURDJwmvi7IcrHNuumLzc++8Pwtt93as0/vjt06d+3ZvXvvHuG7e/de3Xv06n59z+49iTu1d88B/W/s26d3ty6d+t/Yb8qjEzdt/DTzxAmdryuGURljm2lI1RRJFnmBZ1lVVgI+5vDBQ6/Nf+WG1NSUDsn9brhh6mOPf/H5Zktxsc/rFUXUhg+/18ZZSEQlSlSVTD7V6k2pzMLG4es4/4GlC1EUjx49+tprr910001wuNuyZcsYhiEVcyOpIfhUZokvxrTQhgHYeAERuyAIDofD7XbzPJ+Xl7dly5YJEyZ069YtISFh4MCBL7zwws8//5yTk8MwjCiKJv4BawCYziIb5WKEsDLrBOqvqqoWFxfv3Llz/Pjx3bp1Gzp06Pz583///fe8vDyfz1cB+TqyC2yRyiz0xZ4WmNRUVXXv3r2gv163bt2uXbs+9thjf28hyM3NBVOneKCkoijFxcXz589PSUm56qqrbrrpprVr18LJEvB+VUfAKF8vaTV4hfCNQr6Os9Hx48dXrFgxZ86cadOmzZgxIy0tbSZxpUVcTz311OOPP/7UU08999xzs2fPfv7551955ZWdO3eCfq0sy4FAIDMzc926dZ07d65Tp079+vWnTp36zTffwOnTcBK13++HE79tNtvHH388ZsyYyy+/vF27dlOnTs3Ly8MDw9F2JJYWRwRy0q0aHdTElMifJE8kaWGJYUdZEViOcbntFmvhycxjy5YtmTnrX8Y9Y+bMM7hnzHjqySenpacv++WXn4qKCwSRC4VCAZb56ecd48Y/1LlLx2bNmjz22OQPPlizZ8/uHTt/2Lr1m59/3vnf7d9t2JDxyCPjk5PbX3rpP3r17vnCCy+AXfzMzEy32y3Lis6Zg7qhQv241PIxxXCws+DrkKueZeR9ZoXQC21qhHD5dIP6RmJkw+jbC4JBn9//2+7dH6xf9+Lc/535zNNPzfxX2uyZac/MSntmpn7PTkubnTbz6RkzZ+Gtt9rTT6fNef7Zp2fOmPrY5Flp/1r8ztu//brLUlSoyXJQNfi6AaV+TqMkyfq5A4LH5Tr41/70ZcvuuuPOetfU7dGt++NTHvty8xd5ObmhYEiRZE01W5shih+vRarGq3EBSqFp2u7du+fOndu4ceMWLVrcfvvt33zzjdPpFAQBKWAwGJQkieO4Q4cOvfzyy6mpqf/85z/vvPPOVatW+f3+qGMOOf5UvSHoAuAcP0ucfdDgvWRcXq/XYrGAPuQzzzzTrl27Nm3a9OvX74UXXoAzHd1ut8fjiVTJpXw9PuDxn2qaBnT86NGjq1at6tOnT0JCwj333DNv3rzPPvvs66+/hmNS9uzZ88MPP7zxxhvDhg2rVatWkyZN7rjjjvXr1//6669Hjx4tKCjweDzw9Zvqw8QHvDxP4aNHMBg8ePDgM88806tXr2uuuaZLly7/+te/du3a5XA4gsEgy7KkPiTHce+++27v3r3r16/fr1+/pUuXZmVlwaGnZLDy5F5FwlC+XqohyGEOuDvoFOLBtrq41Waz2+2O8OUMX2GP0/8hWPi50+12Q3/CidDlcm3btm3UqFGNGjWqVavWxIkTt2/fDl820cK/KIper/f48eNr1qwZNWrUJZdc0qZNm8cffxxUdeFoDJDKoKAdt5+G5b5mUxul6nxef8ShTyaeiD+NE3iCSjCoW3QRRU4QWZ4PBFjGbrcUFuUVFOYVFOTmF+Tm5+fm5efEufPzjWAQuCDX7rB6vW6/3ydKfDCoFlsKP/10w4CBNzVp2ui6BvXvuefuadOmTpkyaezY+0fec9eoUSMfeGDMuPEPdeqcUrfu1ddeWy85ucPgwTfffffdTzzxBBh5DQRYUI1TFcOgIwIbq9IYQHdEMmVEIK7jnJJ14yykEp4bZv5QGtRfB2v5vCh6/YzD7bS77Dan3eZy2F0Om+62WZ0Wq6PYYi+yWAstloJiS0FRcX5RcX5xcYGluNBSVFBUkG8pKnDYrAHGJwmcpsi6kUfjVmVJkaSQqhrwBPf/+eeSdxYNHjgosWXLJo0aT5k0edPGz1wOp/408tIXL8YV+Yj6hBHQNO3gwYMLFy7s2LFjs2bNevbsuWnTJovFAod4QyhZlhmGsdlsv/7665w5c1JTU2vXrj1q1KgPPvggEAiYvumVYF76Xzg3+j86Arik4TjO7XY7HA5B0D/6qaqanZ39xRdfTJkypXPnzldeeeXgwYMXLly4c+fOvLw8MNYuiiJGh9RNs1jpptB/RS8E9Q0jEAwG4VzC3bt3z58/v2PHjldccUX//v1Hjhx5//33jxkzZty4cU899dSkSZNGjRrVt2/fpk2b1qpV65///GfLli3vuuuuRx555F//+ldGRsahQ4cEQYAFLakzFs6H/j8DBGRZhj17mZmZb7755k033XTllVd27tz5hRdeANmlKS2wxbl06dLU1FTY7PHee++dPHkS9MfQ1rYpVhX/Sfl6qQYyjXQoZYchz/R5sVTM8v3ABCG43+//9ddfJ06c2KpVq1q1aj344INbtmyRJElVVT9xMQyTk5Ozbt26UaNG1apVKykpadq0afn5+XiQE/J1SZJggWFa0JevdOc6FCmfjctBS8t44WAgLagLWmXZMN0oi7IsSrIgSfotSrwo6regs/mYN4TR/0q8HlHWb1HkZVlUVCk3N3v9Rx8OGjSgadPGV199RdeunVP79OrcuWOnzimdjbtT55SOnZIbNUq48qo6V15Zp2mzJh07dezQocPNN988e/bs7du3M4w/aBzCFPBzsqyV0NxYZB38T0NeYb4OMvUwm46fXfynUdsEo4RziOTrEMTwh7OfQDUHjm5V1ZCsBCVFE3TbPjInyZwosaLESiIniZws8ngrkqjJUlCVQ5oSVGVVFmVRUEQxFAwyHu/Rw0feXbx4zH33JbVu0+v6nuMeeujDtR8cPXxEFqVI448h3fq6pptOp+zkdB+L4goGg8ePH09PT+/Tp0/z5s1TUlLWrVtXUFAAG+Il4wLbtQ6H4+8dvRMnTkxOTr7qqqsmT568ZcsWMGaKcoFIagg+UTKmXmEE0LA0HCIL31eh3xYXF2/evPnxxx9PTU1t06bNDTfc8MILL/z00085OTmgkiEadlPDKZX8N81ikY1iCk9/mhCAM5J4nv/rr7/efffdG2+8sV69eklJSR07duzUqVO7du2Sk5N79+7ds2fPjh07gnp0rVq1ateu3bBhw44dO/bu3Xvo0KHp6emHDx8Gvo6TMrwppuzoz/IggPowWVlZy5cvHzJkyDXXXNOhQ4fZs2fn5uaiDJRMiuf5hQsXdunSpV69ejfeeON777137NgxWAZHDU/GrZpuytdLtYtppCPVY9CNw1+pmOX7AXwdFtyw5f/AgQNpaWkdO3asVavWyJEjP/roI7/fL4qix+NxGZfX6+U4zmKxrFu3buTIkbVq1erUqdOsWbNyc3PB7juQdTx+NeoHuPKV7lyHInhdaUYeoYRRijkazEs/90Y3nV76VlSpUm5ZFnNzsz/b9On994/u1fv6Nm0SOyS3a9e+bYuWzZKT2/fo0a1Hj27JKe2bt2jaqHFCvXrXXHbZPxISGqSkJCclJQ0aNOj555//8ccfAwFWVTVRkFxOjyjI1Y+vIzWP6ojN14nWwrNagbJrakhVCL4uyzplj8HXBVUWNUXn6wZZ15XWRZ4VOFbguMMHD65asXLMvfeldEhObNlq3EMPf7rhkxNHjwUYv2aceiVy/Gkpu7FF1TjDivL1Ml7qYDCYnZ29fv36YcOGtW7dOjExccmSJSdOnIAddYxx8TyvaZrNZvvqq6+GDh3arFmzhg0bvvjii7/99huozeCQGMtRRiFq9mOw882yLJgOEwQByHogENi5c+ezzz7bvn37pk2bdu/e/dlnn/3666+Li4thjoCR3/RlH+cpdEQ2Ss3Gu1y1B+2LkydPfv755+PHj+/atWuHDh3aG1fLli1btWqVnJzcrVu3rl27JiQk1K5d+5JLLqlXr17Lli07duzYs2fPIUOGrF27NjMzE0+/ItXGylUCGqg0ArDHQ5KkrKysjIyMUaNGNWzYsE2bNlOnTj1w4ECkSlgoFHK73f/5z38SExOvvPLK/v37r1q16ujRo2D0r3Ta1eYX5eulmipyaMNRj5QhlYpT7h9okAj0zjmOgy0RcBBDnTp1Bg8e/Nprr504cQK0QiFrmDizsrJeffXVAQMGXHrppbfccstbb72Vk5PDsizSdJCERZL1qrSgP2u+rulHHZ2+9fN3KoevK4oUYJnMzBOffPrxuvUfZHy8fv36D1evfv+9pUvWrl294ZOMDZ9krP1g9ZIli+6975727ZOuvuaqbt27Tpw4cfHixd9+++3+/fudTmdQC+pqOr5AtZGvx++6JtZePr5eosiiq7MEDbei8/WQpBiHW8kKD5RdF7RLvCzxsijArUglfF1TJEOyzksCF2C8lqLCPbt3v7to8d13jujZ4/rru/cYc9/oNatWFRUU+H2MsQ+VE1hO4gVD691QglG1oKIGVeO0WeKVjl/dmvk0GAzabLbt27dPmzatR48eCQkJTz755NatW0HXgmEYt9sNJ2vu27fvzTffTElJadWq1Y033rh69eqsrCxQ3iMwju6smdiWv9aaprEs63K5YLcSx3FFRUW//PLL888/P3DgwGuvvbZPnz5PPvnk9u3bs7OzGYbheR4OyQYH2h0m5U1RW6L8RarhIcEEu81m27t37+bNm9eEr9WrV69cuXL16tUbNmzYvHnzhg0b/t74O2jQoEsuuaRx48ZgNGnDhg1fffXV3r17CwsL8Ys35euV0qM4jsvLy/vll1+efvrp7t27t27deuTIkevXrz916hSYRQIbMpqmud3uP/7447HHHktISGjevPnYsWP/+9//5ubm0vOSKqUhqkQikWNcZfF1GEnxfGOe530+n2GWRPj2228fe+yxxo0bp6amTps27fvvv8/NzeU4fRNkKBTiOC47O3vLli0PPvhghw4drrjiigkTJmzcuLGgoCAQCJB83WTYEUoONaoS4JYInAlpbPmk7Chf1zRdyo63Wnl8XVX1c0/9AV92dmZBYZ7TZS8szM/Nzc7Nyy4szC+2FBZbCgsL80+dynz53/974419GzVKGDp0yJtvvrFv3z6n0+lyuUAfzudjXC6Pz+uXRP0YzrLv0w1z3vVhyiqdufDh8NB+pP56uEWDYY4eVj/XheuKHJLlkKQEjcNoldNaMbKs83VFEohbVGVJUyRFEkWeZf0+a3HRvj1/LHzrrTH3jW7Xtm3vnj0fGDNm2XvvHdx/QDfLpaiScfBsiUqMquk6MAZZ14XrOmU3DpwNv9WnwaauMALBYNDv9x84cGDx4sXwiXnIkCGvv/768ePH7XY78HWn0wmWv8ePH5+QkAA2GbZv3+5wOBRFIQUZYaTN/8O50f8xEQBlGNgoVVhYCBsZb7755pSUlE6dOj3++OMZGRmFhYVgNAw0lFiWBa1JOGKdnKqiNkrMvOmD0giAhpKmaX6/Pz98FRQU5Ofn5+bmZmVl5ebmwra0vLy8b7/9durUqbVr127Tps2DDz64a9eugoICu91eXFzsdDopXy8N7dn+CgQCNpvt1KlT6enp9957b9u2bVNTU2fMmLF161abzQbvBcMwdrv9zz//XLVq1bBhw6655prU1NS5c+dmZWXBDuCqJMQ8M0CofL0UXuZ5JhgkB0F8WipOuX+gmQVBEFiW9XhKDnTMzMx89dVXk5OTO3bsOGLEiPfff3/Xrl35+fnQ+QoKCjZv3pyWlpaUlHTVVVc1aNBg7ty5e/fudTgcJvk65etnJW5XdFG9punH8YRCIVHkFaXkWHvQdAf/Dz5cc/fIEYmJLe+/f/SGDR/n5+f7A/7c3ByWDRhG3Bm7zVFcbGFZHo21mIkv8nhIUf9bwS8P+mGqJdmE08DE4ziMfONnWbIlzZRIjIjhpHRlGEK+DsowYfl6ab4uy5wuXDfz9RIRuypLPOt3OWwnjh3ZtPHT24YMadmseYNrrxt198ilS97NOnFSEfWmUWWFC7A8YXPd0JmSNVnRZEWVFU1Vqf469jIcvkwORVEsFsu2bdsefPDB2rVrN2/e/L777vvss8+OHj3q8/kYhrFarUePHn3mmWe6du1ap04d1M3lOC4qLzSlT5sAm6A8DpZl9+zZ88Ybb9xxxx0JCQkpKSmTJ0/+5JNPTp06BceXgoyG53mGYUBnEr5ykFNV1HYpT+40DNjnBi0jWZa9Xi/ZgRVFgQ0GsLKy2+2HDh2aN29eQkJC586dp0yZcvjwYZCjgS4Z5euV26M4jgP8d+zYMWfOnOTk5ObNm/fp02fBggV//PGHz+djWdZutx84cODjjz9+4oknUlJSrrjiijFjxnz22WdQEvhyQp6BXbklPKepUb4eE16cdXAcRB90xIwc7QHsYgGLLjzP+/1+GAg4jvvhhx/S0tIGDRrUrVu3wYMHT5o0af78+UuXLn3vvfdeeeWVCRMm9O/fPykpqU+fPo8++uimTZtyc3PB1COqwcTShCHHmmiFOp9+YV5XPrE6qdQeVcR+WjGGVJKpsFvVNW20oGLkG1QUUVX1c5SCOi3UN7kGg2oopL333pKbbx547bX1bh8+bNWq9zMzTwYCfpfbyfOcqio8z/n9foZhjBlUxx5unZDHvCoEy2mmHrazaOLWkCPpGS4A+oXl4rAxFDTO8a9RZAxKOiLSCT9E5XVN021aavrm25CihmSVkK8rhkqMIvP6XUq4rgvadeMwQTWoyiLPed2ur774/Knp0zqlpDRt1Lh1q8Q7ht0+e+as1Svf35Dx8acfb/hwzdrV769as2rVR+vWf5Lx8drVa7Z8+eXhAweddociSZqigHw9XN4a/R+HLBzNYC8N7LvieT4nJyc9Pf2uu+7q0KFDp06dRo0a9cILLyxbtmz58uXz5s2bPHlynz592rVr17dv3+eff37Hjh1Wq5VUw8D0ozpqNPRnWPn8/Py/N8aNHj26Xbt2CQkJ7du3Hz58+NNPP/3ee+99+umn69atW7Zs2QrjSk9PX7p06erVq3/55Zf8/HxU8AU5zhlmS4OfRgA0V4G4m8zvwBmFMInDISo//fTTk08+edlllyUlJU2aNOno0aOwx9Tr9YKRJdhsSvVhTuNbURfY7WGN69ixYxs3bnzkkUf69OmTmJh48803P/HEE++///7atWuXLFmSlpZ277333njjjampqUOGDHnrrbf++OMPyBZeE7rftKKNUIXj4dwDkxz+RMcZlR2+sqHJBbDwCv2msLDw66+/fuKJJ3r37t2kSZP27dv369dv0KBBAwcO7NevX9euXTt16jRo0KC0tLTNmzeD3As1YUixOmkWpup99AFeR7DEMyHuUSk76sZUugM3tuoye6XkFgTuzbde73fjDfXqXXPbbUOXpy87duwIxwUEgRN0AzW6sRrDgo2kqrqegGGeRO8ssftJRTEpU6xOZmnkH2bVpYT5hgYLKJqXEo0bcnsjCVM08ieZhb6wAdPzSNZ1vm7cBmUPSooqKIqgKLyi8KrMqzKpCVPiDsH3DU0RONbtdCx9d8mtQ25p2axZk0aNO7Rr3++GvnfcPnzs/Q+Mufe+u+4cccftw4cPu/2O228fcccdd985YuRddz3z9OwvPt+cdfKkyAtgBj8u+KUrcPH+wvEK7VOBkAk3voNi3r59+5YuXTpixIjk5OSWLVv27t17mHGlpqa2aNEiMTGxb9++Tz/9NMgLQGEPU47vuHihrfya/X0EW1paWu/evevVq5eQkJCYmNi5c+eBAwfefffdDz/88F133TVgwIBbbrnl1ltvvc24xowZs2jRot9++w1mBEEQQL5b+SWrMSnCawLVjdqxJUkC+zwulwvOsbrkkkuSkpImT5587NgxQRBUVWUYxufzgQEfoOwq/dx3dl0IGJRu1Jnj7Hb7wYMH09PTH3nkkY4dO8IO4Hvuuefee+8dNmxY165d27Vr171799GjR8+bN+/HH3+Ek00h/6pHjcqLC5Wvx0MK31WDe5XShYVH8SJHPAMVdpgpZeOCA6hhp1F+fv533333xhtvjB07tl+/fm3btm1kXG3atLnxxhsffvjhxYsX79y50263gw01iIs212HqpXy9soh7VOG9KPGLFi8cNuzWLl06PfLI+A0bMnJyTukWJHW+zoGZSODriiIblF0NDw1RKXtFybouEC/LjGNk9zNUZsjVUoS6OUnZg2B7vYTdkzTd5A5nBHw9qNtWxFu3na+FFC0kqwRfV+PwdX0JF9IUyedx5ZzKXPbeklEj705u165p48ZNGzdp1qRp8yZNmzdt1rhhowb1r61/Td16V19T75q619ar36xJ09RevSc/+ujq99/f/+dfLOOHclG+DtuwcPCBIQJlfmiHWFEUh8Nx6NChjIyMmTNn9uvXD1h7y5Ytk5OTb7jhhnHjxr3xxht/H/eYm5sLp0OcXo/iQBnDEe4j9H8ZCMiyvGfPnmeeeebmm29u2rRpXeNq0KBBs2bN2rRp0759+yZNmlx55ZX169dv0KBBQkJCgwYNkpOT09LSPv/886KiIp/Phw1aRk70cWwE4GWJ0Zd1b0VReOOy2WxbtmyZPn16s2bNbrjhhrS0tMOHD/t8Ptg3DHsfSYEaHY5io16uJyAdl2WZZVmr1bpnz54PP/xw5syZw4cP7969e6dOnZKSkhITE7t27Tps2LAZM2akp6fv3LnTYrFEHn1drvyqWCDK1+M1CL6xlcvXkVXDCboul8vj8fA8b7PZ/vzzzw8//PDVV19NS0t7/PHHp06dmpaWNn/+/LVr18LWRiwuWpshhwMoJ86jGLhqOM6CnpbY01a0IHETe08ri6bHT0dWxO+2ffv6G68999wz6enLfv2/X2w2C9iAl2SQrIu6MF43OqlomqppajCok9fY2uUkfz4T91nzdWPDaFDRBdpwq4q+PbTkNs4Xja0SQ1L2033r9BGtYcpunHUV5uuqJqqqoN+KoOm3qMqlbkUSDfl6MKjKPOt32q2//LQjfdnS2bNmTZ3y2ONTHnt88pTHJk95bNLkyRMffXTCIxPGjRv/8LgJ48ZNnDDhsUmTn545a/E7i7Zt3XrqZKbAlmzX1hc2Nf6CcSxSuA5SA3gKhzkEAoHc3Nzvv//+jTfemDlz5qPGlZaW9tprr33yySd79kqvAQgAACAASURBVOwxzvE19MSIvT04TsZy1PgWKBsAsOooiuLJkyfXrVv30ksvTZ48GaaAqVOnPmFcfx9rPWHChNGjRz/44IMPP/zwOON64oknVq5c+dtvv4HElzLCsrEuK0Ssboz+MHGLoujz+fbv379+/foZM2bMnTt33bp1xcXFcIKKLMtgCI6coGnrlIV92c9hNQUnxFsslsOHD//www9r16595ZVXZs2aNd245s6dm56evnXr1j///LOwsBBtpJadetUOQfl6Ge2DryjpKCNOjMfQz5BSg0MURZvN5vF48E22WHRbJBaLxW5cVqu1oKCgqKjIZGcXtWtQVEYeNBijCBfW+2z5OhychH/jc+tz8VRVZafTnp2ddfjwgayskza7JcAykiwohnkZVZU1TS7JN6iWlPNMdH5Ilf0y3GXy9QiaSqIP1l2UEPJ1oOmKEiq5Db5uUF2Smkd1n+5TkSZu9HyCISUYkrWgpGkld1CT9FvVTcGQd5i+S/q2VWORE1TlAOPLOnHi6KHDJ44dz8k6VZiXbykqshZbbMUWS2FRcWGRpbDIVmwpLiw8cujwiaPHLEVFAYbRZMM+z+my1WgXjF048qAyDFIKQRDgqx3AFAwGHQ5HTk7OUePKzs622WyBgL6jmrxA7oDSAXKENLnJWNQdFQEw+K0oit/vz87O3rdv3+7duwsKCuBE7eLi4vz8/KysrOPHjx85cuTYsWPHjx8/YVyZmZl5eXl+f8kHpaiJU8/yI2DqulF/wtk98E1bEASHw5GZmXny5MnCwkLMCDYEo6AdAuMsj8Goo2IIwPoWtgpACjzPWywWIEtut5vjuItvpUT5ehm9JerrWkacGI+j8nVVVXmeh1MVYIOL17gYhuE4jud50JYBTs+yLJgIgKRw3kX1OHLujFGKC+hNMsYzkSUblBdpOjrOBSOPn6aqyQzjdbkcDOPl+IAs63tStaCCRdIdOkPV7zII91ny+Mrj63JIk0OqcSuybn5RvxVdjyUsmo5K09HzdIeKztdD5ebryN1VWQLj66DO7vf5PC6Xz+3x+xjWH+BZTuR4/VhbQZQFUREl49xbSbcVE2BFXlAl2Sj+6ZLVcBcMYpF8HWTqnHHhzAeyQ4ZhPB6P27jA6oLpRBIcgsgxJ+poSTnKGXU/mBGcTmdRUZHL5fJ6vQzD+P3+QCAAKtHgEwgEWJYFT4fDAXwd5oszyo4GNiEQqw+jPyiY4fdtMITPcRzLsjzPg5I62JYgtVUpXzfhfJY/YckEyyFISlVVjtPtPeAFxk+j2pw9y9wvVHTK18tGHl9UdJQdJ1oIiI6zJjjQEzi3JElwBIYoiiAvh+8+brfb6XS63W7YSwSPYMgwydfJ6TNaKS6g39nx9TAPLiHEhp3t+PT6XDzlBVYQwroWJVhG8tQzXo2cMbmvPL5ehj4MWptEgk46SvWmSBzCcvyQHAzqMnUNJOsx5OvI1xVJ4Fm/1+0MqoZ5TV2Wouj21A2T6sZG0lIZR/kR8XkhSpia5EUKC3CdT/J1+IgPZB2GINIUHc55iBk5juHAGMuBsaijnAgAawdSDqQEATetf4LBIAQDe+E+nw8pIzRHOXOkwQCBWH0Y/REooIxgTJP0BLEuTMSk7itOzRiYOiqMgKqqsizDdl58I4ARybLMcVwgEPD7/XF22lQ46wsYkfL18wo+vPM48oIDXmmk3bCRFD/lQKeEhSMY6oK5E7RRyViQDqQZObic13pGz+ys+Hokoy0l1Ub9k3PsgDUAIT4n2SvpPseUvTL4unpaH8aswn5afz0WXyebGOqtq7ubao18XQkF5VBQLtGEKQdfl0Xd2qNu3lFTNUUx7hK+HlS1kh2tOghkOag7HgJI2ZGvw1ADdkVQm840OqHWO7INHFvK74hXLPqsNAI4sIO2EspokfmRIzwERqu+4ABRLrYjNlPpfOivs0UA3iPS6gu+YviyYCugDzYHssyzLUeNjE9CjSBDi6Can+ndIV+cago+5evntbPDu4rdC+dCknZHumHbiiAIIAOD6JEsH4ZpFL3juHBeaxgvs8rm66Gwjvg55uhxFgZhhkoy9UquZjiL0lS4kvh66eONotmHideg4WcltQ/q5zeVouxmvh4qn3wdFNkNcbusKXIUvn6asofLQP+XhQDOcMj8cAxBso6DBjrIwQo9z9RRVtFq+nPEE8k6zAKwIRhlN5FEHD+xRg0Zq1lrOtyVUX94m2IhDA1a5rtTGQWpoWmQr0wkI4LXgaRSMNZFrpqqF3yUr5/X9op8jZGyR06i2NtwLMYPnaZhnYwbdYw4r5WMmVklE1ldMebCMfXTWZ9rVfVSDDhMiC8Kvm5sOQVGHv+vrgyj68Ooqq4GBVbdwWgkla/HfN3MD0x8HQYKnPZiOaKOJ7ECx/I3F4X+JhBA5ofLJxz5yW+tOMhji5ARISRGxMA4ZZBNQ2ROnRVEgMQzjptsrMhgFcybRguFEExEGKkUvgXgIN+FSL5evQTtlK+f176PnQwdZG/DDkd+sEapOXS7qGGwR0JqmDg6zmslY2ZG+XqYbUel4GfkWU35elAOaZJxG9tc0Zhk2BFUlaAql74Vg6brZF3fRYq23Slfj/miRX+AowGOOegTx4GBo051cSKSj6IXiPqGETAxb5JwgLCGHOFJYHE6iMXXo7ZaOFv6v+IIkK1QYXfFs6/xMSMxh5HKxJ0i6VNkxGqEJeXr57WxIvsK6YNTI47O6IjzCMJgADJBdJ/XSsbMjPJ1ytd1LXbiVnTTjaVuxaDspr9hsbp+dmrYtjvl6zFftOgPcDSAsQJ/xnfgwBKV+cWPi0+jF4j6hhEwffrAYR+JO2o5mloBWofkKBgXGw5bAR3hbOn/iiOAYJ6No+LZ1/iYUWEnl6+RTD3WuFeNsKR8/bw2VtROhp44wsZyRI7FkSExNdJxXisZL7PKpOz6UURVQh+m8lh4eUXsBoyAZZy/pRuChB70yo3zTYMmvhz+GT7ftHQiMX/pth8j95tqIV1ZSA2FDFPvpZi6rG92DYaLEHYENTWCrxNqMCayrtH9pjEbJPIBDgix5i0MQDrIEYb0PyN3ZGGoD4kA8nUSbRjt8Zs+PiKRR0+g7CStx0dkeHCTWVN3xRCIRLUCPhXLmsbCM5tNmGOfh3cHf5IOUxSqD0O7UzwEIrsL+pC9qsJuTA0d8Upzvp/FYZcVeRTUbYRf4Dv22aUVqdGZpEY0XmRWxEN0QihcXhhUOsyUS0u5VWPrKITH6DEcZN6YNjrCS4MS4k78LMlZ07MK30FN0yl7qVvT12Uld3g7K5lnjGJR70gEcEwwiWnRP9KBA1Hko/L7RJaE+pAIAJIINToiBTSRmEPgyJDgHxm+ehEUEqWq5o6Kbfk9q1p1ql15IqE2vTj4Ex2RUapXral8/YK1V2TXQR/sXujAR1ElMVFn3wtWMZrxhUUg7hbMaJQ9FJZyl1JMMUi0LjOPmx6ae0SCfgaOMA0ne3dUN/L5EkeZZbqwLVCVc4/EN2ppI4OdjU/ULKgnIoDYwoBv+hl1eAfaDSFxmiAdmAjmQh3nHwHaCucBcwS5THZ0HgpzTrOgfP2cwhsvcbKTlceNaZUnMBWiIFzUYUKApOxhcTfIuivM18+Ao4cl5HoUg6+X2Z2NDyinRfAGZS9rDWGqMv2JCETCjY9IR2Sws/EhU6buSATiYBvr0z/J1+NEpxNBJNrn0web5nxmWtPyQpDLdFR3ZChfv2AtWGbfMgXAgpr8Y/3E8NRBESARqDJ83VBkitV9T/tHUXii8nWyQc/IfRrXsCtq9PDDyvkfNQvqiQjEQhkDRLJ2fBQrLvhjMOq4IAhg61yQ3GtIpghymY7qDgjl61WxBU3dzlRE01P4aQpDf1IEYiFQdfh62bo2sepA/SuKQOToETWlyGBn4xM1C+oZiYAJ5MgAUX1MseBn1JDUkyJwcSNwcb8LlK9f3L2X1o4iYEagfHwddoCWU3+9YvowUBBz8ejvc4pA5HwWNbvIYGfjEzUL6kkRoAhQBCgC5UeA8vXyY0VDUgQuBgRIvo4GF8NbTk1GW0r4OkSJ/GvAEdWMY3kYPOXrF6A7RdLuqIWIDHY2PlGzoJ4UAYoARYAiUH4EKF8vP1Y0JEXgYkDAxNcJZh22qhi2wgKPIml6aR/K1y+GXkHrQBGgCFAEKAJVGQHK16ty69CyUQQqH4HYfL28xzUhxTeSony98tuIpkgRoAhQBCgCFAESAcrXSTSomyJw8SNA+frF38a0hhQBigBFgCJwcSFA+frF1Z60NhSBshCgfL0shOhzigBFgCJAEaAIVC0EKF+vWu1BS0MRONcIUL5+rhGm6VMEKAIUAYoARaByEaB8vXLxpKlRBKo6ApSvV/UWqj7li280pvrUg5aUIkARoAhUdQQoX6/qLUTLRxGoXAQoX69cPKt7apqmybLMsmwgEGBZVpIkTdOAiKuqKhuXqqrgSVY2GAxq4SsOcSejUDdFgCJAEaAIVAwBytcrhhuNRRGorghQvl5dW+7clFsQBKfTefLkyQMHDuzdu/fw4cMnTpzIzs4+ceLEkSNHDh48eOjQoWPHjh0/fvzkyZOnTp0qKiryeDw8z8uyrBoXkHZK2c9N+9BUKQIUAYqAjgDl67QfUARqFgKUr9es9o5b22AwaLFYdu3atXjx4unTp48cOfKee+65//77H3nkkZEjRw4xrttvv33kyJF33333qFGjHnzwwRdffPGjjz46dOiQx+NRFIWk7GFpe8l/ZPBxi0AfUgQoAhQBikDZCFC+XjZGNARF4GJCgPL1i6k1z7IumqYVFxf/+OOPL7/88siRIzsbV48ePfr165ecnNyiRYvk5OQuXbp069atVatWjRs3TkxMvPPOO1955ZXff//d4/HIshyHslO+fpatQ6NTBCgCFAFEgPJ1hII6KAI1AgHK12tEM5evksFg0OPx7NmzZ+HChePHj7/RuAYMGDB06NDU1NQePXoMHz58xIgRQ4cObdmyZZ06da655poBAwa89NJLe/bsCQQCinHFErFTvl6+RqChKAIUAYpA2QhQvl42RjQEReBiQoDy9YupNc+yLsFgMBAI5Ofn79q168svv1y/fv3GjRs3b968ZcuWjIyMtWvXbt68ecWKFWlpaT179kxISGjXrt3YsWNXrFiRn58fCoVUVaXy9bNsAhqdIkARoAiUBwHK18uDEg1DEbh4EKB8/eJpy7OuiaZpoij6/X6Hw2Gz2ex2O8MwLMv6/X6n02mxWBwOx/fffz979uw+ffq0bt166NCh//73v3/66SeGYZCvI2UHQTuK26l8/azbhyZAEaAIUARKEKB8nXYFikDNQoDy9ZrV3nFrGwwGwWijGL4kSeI4zu12M8ZlsVjWrFnTr1+/xMTELl26zJo1a/v27TzPcxwHJmJAhT2SsqNRSGTtwWAwblnoQ4oARYAiQBGIiQDl6zGhoQ8oAhclApSvX5TNWrFKgQ11kIiDMrqiKJIksSzrcDiOHj26YcOGSZMmNWnSpEePHuPHj//8889zcnJCoZAoisDXSRX2WPJ1pOwVKySNde4QgKYxpY/tFfWpKTD5s8IRyUTQbUqN/Ilhyu8go4O7/HHPUUhTkc5RLmSymCPpWaYbY1UMN4xeZkZVIUB5xApYowoAEhml/KlRvl4VeggtA0Xg/CFA+fr5w7rK5xSVr8PpSNnZ2Zs2bRo7dmyHDh2uuOKKUaNGrVq1qri4GA5UUhQFjlJCyToac4zUh8EJqcrjUbMKiO1CchTSE93lwQUDk47yRIwahkwkqjtqLJMnRATPyERIf1PE8/AzsjxkK5yLAphyLGcWpljws5xxQ6GQKXr5I16okGW2gqlGZwqIpmmqqmIuZ5Qa5esXqlfQfCkCFwYBytcvDO5VMtdYfD0YDP70009z5sy5/vrrk5KS+vTp8/bbbx84cEBRlGAwKIoicHpSuI58HSYkqg9TJRu8VKHwhFpkD5EEq5x0JCrtiOpZqgQxfkSNWKanKTEIj/2Q7J/oiWma4pI/MQzpIAOcqZtMp0z3mSYeGb7MLDBAZNxY/QGjoKPCcaNGPCNPLAPZjckUyABx3BCl/IlgjyKjlJk+6B9qmobZRUbBwuMj8KF8HZGhDopAjUCA8vUa0czlq2RUvu52u48cOfLGG2/ceuutiYmJ/fr1e+aZZ37++edAIADztyRJwNdRAQanLtKBkw06ylcoGuo8IQC7F6ApMUsk8diUJB3BYCYHNDFGAQe2u8lhihv5M2pqZOKmBOGnKR2sCDzFvgr1NVF2jBtZ2fLkhdHLdJCpkTUylYcMVmaa8QOQSWGOpCfpjkwKYYwfN2pESDl+xEjAI5OK7xO//Ge05MCkInPERyQg+C0RwpNhIt0QBhQOobmhbIgPOEhAMBGIS/l6ZLtQH4rAxYwA8PXK+1th/g8RL2aoq37dYO6BWQf11/fv3z937ty+ffvWrVs3KSlp2rRpv/32GxiEEUVRluVQKARCdJyuSLaB0w9ONuio+oDUqBJiI6K0D1oWWxAdJIcAiKBNES6SxGAssldgH4hMChNBR6zU4qeM0cGBfRuyJvk6SdmROSF5MpWQLDm6TXmV/yemQNYF3fiUdJQ/8aghMSnMBRzoTzpMKcRqCDIKuE0RkSVXINPIpOL7kIWJGpIMEMcdqwNAmhgRa4Q9KlY/xyjggHRkWRYEAXsdpoYOsvthChCX8vWo7Us9KQIXMwKVR9YBpQqndzGDXC3qFgwGBUHgeR4mBo7jDh06tHTp0sGDB7dv3z45OXnKlCkZGRmFhYWCIMA2U0VRIvk6zivgiDqBVQtAalQhNU2DfQiCIPj9flEUkeMiF8ElGUkjACWy0ZFtYHj0AQcZONJNwo5dCJcTZGEw2chETCVE20eScaEhI9hxgemgfSSe50VRBPGnJEkABah+Rc0LisfzvCRJkYBEjRKL/mJh0BErusmfxC2qG8JjslEdpjRlWQZjUaBmTbZCZHRTXPwZGZL0wWBxHFGrE+lpSgECwLkQoVBIlmWe56EiJvAxommwIvsDdAMMiSlgh0SFQDJMLDeUDQxwkUXC1PDdiZUC5euRHYD6UAQoAhSBGoFAMBhkjQvmtqKiojVr1owdO7Zhw4YpKSmjR4/etGlTVlYWy7KCIADvUVUV+TrOwQCWaZqpEQhW50pqmibLsiRJgUDAYrEwDAPkDL+0oIPcIYc1JpsbekIk88AeYmJFZFySZ6M/0kQsA+5sBuk4hiQdWDaQlSqKIooiZ1ySJCFlR/k65ALLFa/X6/f7ZVmG8weAt/n9/qikDdc5LpfL7/dDvmRJTG4SB3RXGC4ycbLKJjcGi8wRfcBBhuQ4zm9csizDmgdZKRJKjI4RkctiwyHIWM2oscgUTG5TdSJ/msJjR5IkCeQLPM97vV6oCFlC7I2mIsEKlud5hmE8Hg/LsmQWGBjWA9gzsaZk4Eg3lF8QBDgZGspgSip+J6d8PbIPUB+KAEWAIlCzEAgGg/n5+d98881DDz2UnJyckJAwZsyYtWvXFhQUAE3Hv4qi4JQMExhOkwgZzFX4kzqqJgKqqkKz+v1+5OvIQkgHMJLIWiApwS5h4nZIZZAhYRTSgSmjJyRIloFMOVZqmE4kXwdVLkwQC6YoCs/zfr/f6/UGAgFVVVmWBZIH0lnYY40FCwaDsiwHAgGIUlhY6HA4ZFlGiSkZEt1I9dCBLNbkwAAYN76DrLLJjREhzVgZkWBqmmbi64iYiUpCmpgFyYYxI+wV6AOwk7HK70ZkTA4yBUAAPpKoqspxnM/nq1y+fkYMO7Js0NlgFCWXQ4gziRUZPRgMUr5u6uH0J0WAIkARqFkIiKII1htnzZrVqVOnFi1a3HTTTW+//fbhw4dB+0UUReTrQE2Q7sCMYsIrksGbAtCfVQEB4OtwwC3J18FSJ9rrJBVITAQCf0al1yTzQI6FUSIdqEAMgYHBRBaGLA8mC6STRBWItSAIIF+HD0RYKezAiqKAfN3n87EsGwqFAoGAy+XC48AwJOYliqLP5/N6vS6XKy8vz2KxCIIAtJ7kvmQFMS6wPfgL8n5ACQT2yIkxPJkI6YYA8V80CA8hMRdANVbTROXrCJopLhYSao0/ycRJdgv+GIysTnw39i7sDGRJMEHchhEMBqFZYVklyzIZxuTG9oUlByzSIuXrEAthxG81ZEkwKTIw1ho6JywhcMs+aRjXlBSZGuBD+Tr5glM3RYAiQBGoWQjIspyfn79x48bHHnusQ4cOl19+eXJy8ty5c3fv3g1kHSSOqA9D8nWcZWsWZBdLbVVVFUVREASGYYCvI48kKRrwBtAPEcIXKVFGOgWEw/QX2RvyJOw26IBHJF9HnocUjWRIJJVBIS7SNWgf0PYh+TouO7EPQy6gosAwDChR+P1+q9WKmjDIt5CECYLgNa6ofD0qZce6gwISsDQQ+UNdYBsiKO1A8TAKogT4kJJsU16mjokhkWWSTYPtgmBC+Ej5OtkZTJySLCS6MTtsRMzXBCZWLb4DmhLOaON5HvogfjAh08QFjKqqoNXDcVwkXyfrjtFNfN3tdsP6DfwxCtTF1C0xEeiN+BTEHNCg0DqBQMDtdsNqEN4pDIzYIpKkg8rXTd2b/qQIUAQoAjUOAYfD8d1337300ksjRoy4//77//3vf+/atctms2ma5vP53G63z+eDfXXAJ3Bywlm2xkF2UVRYVVWgPgzDFBcX+3w+3G2JPAOF2aALHggEfMYliiJJJiKJPknyYhFQ7D8QHXk/xgV2i4UBB9BupIDoAPIKLQOaBpIk8TwP8nXgebCTUpIkqBfUl+f5QCDAMIwoiqFQCNGADbhQNly0oOa6IAgsy9rtdq/XiysNCIb1QsaMWIFqNeTLcRxSdlgz4EcAFLSTCSJfhxcQmwYTR7aKIMCjSN6MoOG7DOiBDgmpv25ik6ZVExkd88LiYS5RpcimxQYJGrohzWAwCIcuB8IXy7Icx0E7IlagZIJ193q9DMPwPA/+WDyyVKQbUIKMYNxDvg7EmgwMbgTH1KOgi8JiWBAE2McMreP3+10uF8uyIGKXJAmXkZgIFNX0l/J1aFn6lyJAEaAI1FwE/H7/vn371q9f/9prr3300Ue7d+9mGAaIgsPhsNlsXq83Kl/HGbfmYleda476MMBQQWkbGC1YDYJGR2orCILH43E6nS6Xi+TrwM+AW2NEklWThBuEnSYGiQEwEY7jYCc0x3HAeIDZgLwcbLlAFsiZoMeStAwkslH5OvBOsIUCfB0s5CBf93q9yNehVJgdbuEQRZHcb4rrDZKeInkFpg6FAWm63+9HhEFNAhi8aWssUnboa5F2byALXFeQrB23FCN3hHULGsABBGDZBhzU7/f7fD74vABaJbDmAcSgpZAoY02xDNiyWHHY8otLEWgvABM/iSBXxnZBFg5hYB+wz+fzGBfDMCA4Jzk0xIXwIGvw+/2CIMDWAk3TYP2GHzGgq5PNCmgEAgFQdiL5Oq4VAUDIFxJEy0LwQsErAH+x74EOPfQuh8MBH3NwP7Tf7yeXH2SlAGEoJNWHqc7DLS07RYAiQBE4CwRAjiVJktvtLiwszMnJsVqtPp8P52OgR4FAAASBMCPi3AzciOQHZ1EWGvUCIABK3gzDFBUVeTwe5MQ8z7vdbqfTCaJBIE+CIDiMC7gstD6qowAH9fl8LuMCcTUwD2BsDMPAnk5ggWCGBZUWUMkBJM1ut7uoqMhisTgcDpZloftBb/T7/YFAACSsKDVHHolsDPgxytcxfTIAsFie51mWhU4OjMpqtUL5QbAKZkbcbrfH4wF5bSgUUlWV53mr1QooAatGtWmfz8cwDJQctrT6fD6bzeZ2uwOBAChJe71elLOC0jwYYkJND5Kz4lsGytmwFPH7/QzDgKRWURSoBZLgUCikKArDMD7j8ng80Kao6REKhTiO83g8drvdarUGAgFJkqCJA4EALJmgQR0OB1QczBFCsaFx4dMElAE5Ou6nVBQlEAjAqAKkE/qY17hA4y4UCkmSxDAMfMrDBQMojUB1oNZut9tiXLAzGAoAf3HZhusBjuOASQN0wWDQ7XZbrVZoFFEUIUdoEegVwL/9fj+sS5Gv4/cQaESXywW58Dxvt9tdLhdsYAC+Dss/WG3C9wCWZWGZGgwGfT6f3W73eDyw3oA1cF5ensvlglFXlmVg+fiXZVmHw+FyuShfvwBDJM2SIkARoAhccATQ/DawcJj2YDZFmRPKO5Hl4BxJijPx+/UFrxQtwJkioCiK3+8vKipyu93IXzmOg08rQESAjQmCYLfbHQ4H8HVctoEDuA6QP9ASgbioSAMyS5/PB1wTpJggLgX5IlBqoDs+n8/pdLrdbpBEQveLw9dJLmj6RAC8B4X0wLTIlQkQU5Kv22w2XKMCQ3W5XA6Hw+l0siyL+zo4jrNYLHa7HZUuyN2KHo8H5LvAwDweT1FREchWwQeYIph4ZxjGZrOBxF0QBPKVJNU8QCUGlkZgxwbaAt5KMFkDx/HAioJlWZvN5nK5gB/DX9TUVxQFcLbb7VA1URRtNpvdbocVUSAQQDYPdYTdydCIMAKwLAtrBhwZwAE8G/TICwsLPR4PyrMFQXAZF/J1nuc9Hg90LYZhXC4X0mhcfmia5nK5iowrEAgAgydpOqzZ8EsCrtBgYSnLstPpRL4OmxBgcQIfE0C4znEc8HiHw4EnOmMf9ng8xcXFYBEIlmGwpISurmmaKIoACGx1ZYwL0ge4vF4vtAisjniedzqdWVlZdrsdegLYVw0r/uj/YUOF3W6nfP1MBzcaniJAEaAIXAwIoDQID3yBE5FAcokCdXJGJGkE5esXQycwRLB+v7+wsBDEhCiQBr4O8nXQfhFFkeTrJn4GvNbtdtuNC3SoIAyIzIGvg1DZJLv1+XwgDQV/cIO4EUW2qE+CejK8cQERJ/k68n4IgHwdvxqhGgwGgDRBmH7P2QAADHVJREFUf93v96NQH2g9y7Ll5+tA+HAdAhovIMYuKiqy2+1gYRCEpqCEo6qq1+uFLQSg/4PLY3j7kLMiX0cblF6vF/i9LMtg1QTABOLocrny8/MhUxCZg14KSO45jnO5XE6nE74bAMJx+DpseACJO9B3OHANxO2mgSKSr2NLAUl1uVxoVAd2YYJyUSAQgKURrCuw7pF8HaQJ+GmFXA9AH4Ac4SMJy7Jutxs6OdTU6/UCX4dvKdjBQHkd+TroFMEy0sTXBUHABRuMh6IowkIUmLrX6/V4PLC8gXfB6/XC6ghIPMdxJr4O1kLDfN0fYPWPKFarxW63Ub5+cQy5tBYUAYoARaAiCMBshN9ekSShZqppGkaWRvl6ReCuenFAvg58Hfkrytcrka8DzyO3L7Ms63Q6CwoKvF4v9ECSi6NaCFJ2Ez8z/TSJV6EusPwAvQhYbSJZhxxxfQK646hhDFoTwNc5jgNNEtgpGFW+DntqYdECvBnk6ya+brPZPB4PcDKbzQZMUdM0j8eDOEAU8r1DzhqHr4NKCbBDqAssMyL5OkigYQlhs9lA5A8gC4KAfJ3jOJN8Hfg6KKXA2VIgxQfkycU8qH/AU1gNejwe5OtAUl0uF2YKFBmWDbArwOFwuN1ujuNQBl8mX48k7sDg8QsJqGMBsKR8PZKvu1wuu90OJ2GBzhgskNxuNylfJ/k6LIHgrCXo5F6vF1YI5JoK+DqsoEBPzOVy5eTkhLWqFF2+zuo03biZAMv4Az6rtchut1C+XvWGT1oiigBFgCJwHhEAHVOGYUCzFi1FkIwB3ZSvn8eWOR9Zmfg68maHsdWY5OuSJFVYvs6yLPB1l3GhwN7hcGRnZ4NGNXz6B/V00IoGPRmTeRnUm8f9nUjcgZ+hbBU3v5KbHUEbBxcGIMsHcg+7MBmGIeXr+N0AlDSQQYIpFRSvAluFwKAAjXwdaBnow1itVtA7CgQCJF/3er2FhYX48QE/BcDrFpWvgxwXuCBQVdghANJu0M3w+XzFxcWgNw9UHuS+DMP4/X63222z2ZxOJyh+aJpm4ussy5r0YWAPAywtZFmGDgprfmgm3DkKZSb1YaAVAA2nsWsZPvGhcN3r9UqSBFtFoZ+AEBpzMenDYLsjUwcHCtqxPwAOsDMHNuxG5etQNuioJF+HbQmAGCg1QXMDX3c4HKj6BfuGUQEJ+gzuCJIkKZKvu93u/Pz8sBK8LEkiMvUA6wuwPn/AY7UW2u3FlK+fjwGR5kERoAhQBKoaAmhXmJz2gJcDS0COTjrgEQiTkDlR/fWq1rjlLw/J10GkCrrLFeDrINC1GRfuqMPdpUCDHMYFKliqqjocjszMTKfTCbsMfcYFigoFBQWgQIIq45GVIo2lIDkz0TX4CRomoGQPW13JTavA18EgTCRfB+3q+HwdGDakD2Jp4Oug3wLEF3bQAjMDrRvQh9E0DfTXfT4fLFpg5YCvFW42JeXrUfk6wzAokIZ9nEDKi4uLLcQFCxKGYWCTgN/vR1E3KV8n+Truj7TZbDk5OW63m9SjgyECBgTYnamqaqR8HT5uwHcVkK8Dbwb6zjAMsHyO40A4DQYZofpnKl9H7s7zPMiwGYbBvaeRfB2GQSTcJF+HkwrAFGNUvg7fgsAWJOp9oTIMy7LwNVKW5dJ8XeA4fUVUVFTodrt4gZdkfTkZYHWxOpD1AOvV+bqtwO4oonw9cgSgPhQBigBF4OJHAPg68G+YrUHRE3VnkZpHdZD6MJHEHanGxY9jNa+hpmlAaIAbAW/2eDw2mw3MpCD/UxTF6/UCtQIzedhtQFAaydfR9CGYWLFYLKTNmUAgYLfbQbiIpvpADAykx+VyAe+HDa9oPxR6V6R8HSha/L9gDcbv98M+DVIYD8Jdt9tdUFAAJk2AhgK383g8IMwGTgn64larFXZnAmND4T0Yqnc6naCEDQTUarXClkpQrgApLFTcHTY+A4etxuHrIMyGjODjAAi2YU8k6LKTrBQ0eWBTASylwKQJCOMBYTCPCBbl840Ltnv6/X6LxVJUVATbNKE1QdWeYRiQr5vyhRUUoAEmFP1+v91ud7vdICwHDW9oZdQsB2oL8AI5Bj0lEMlDMNBKMpZ7JfYQsaGhmeAnSh/AEzbIOp3O4uJi6EtgU8jE16GD4c5gq9Wan5/vdrtxqSBJkt/vdzqdRUVFTqcTuqIkSWggCFSnQAYP+vdut9vr9cIeYggPG3ztDrvdYff5vILAcxzr83mtVovH4+Z5VpR0su5wWlmOURRBUfkA63E4i622AqeL6sNU86GWFp8iQBGgCFQMAZKvw3QCFmNg2ovK0UnPqHwd0kGyDo6KFY/GOj8IgBYE8lcgHHa73WKxWK1W2BQIJdE0DTbtgQIALtLAgTZPUL4OWxIhriiKbrc7Ly/P6XSGQiE4997pdII01+v1ggYzyLCBPiIlJU2wAwkDbQToqLjTFB8heyN9kNuhiVJMFuXxQHwdDscp47Lb7ZAR2P6DQoIMPhQKwSIH+DpsrgXhMZrfBrILOtmwCdXlcoEEHUg57GH9/+2dUW+bMBSF//9PnJIuJASIwRiDMUFt1UzlU8+sdJ20PkydZj8glDapudeh5x6fe6jr+nA4YKeImET2fxQkaZz5hRSSstOlwondDOTjqORh0AHE/TaGbbhtUCfwUzRIunaUM8U2MMyBMkd9rh5TKhPmTK6RuQPZqUzcZtuPEAgAjdkl02blsABkrJ5e0dPTEwUPMycRMg4Sv6CTNO/ruqr2s2+D96b9ppRqeHRaa8uy3O/3xhhqMyTsbInc4XUERUjzEa9ba5umoTGAKoXilrur975tTfuK1931GuMyj+PQdpfB9zFO13UevD2evs+zv92ebrfHKdhTua8vx4zX/879MP+VHIEcgRyBLxcB8DqY4O6/Y4rLPzrPeP3LZfQPJwRTiy0gjKBzDrtuoCRksPh1FNsIFdLnJQEo4VnvMBAID98h8Lox5na78fgbzElAsahlAJeyIYcLx1Ycxwwcx3FtTwUtqQOp4JqWrgAuJGjahHoH8p6fn51z5Taw2WbrgLDIuBAU2DRNVVWw5tjzyUxQ9izsWuB7A8YFc0/TdLlcjsfjfr/f7XaYwwhn41WCSocdAKl6VKVQeCDEf7MTebWll2258Dosr38bdAhoI2XD8K8HXj+dTmVZpvw6ZVuMkWxO0wRXTfzB4rS+sADZsaERAm9Eyj8sCyl+vPdSiRBhhChgcVHg6kCQUiu9UjWwkvG7VJL9x8fHVGpFDEII7/l17oTrumKRjsOpFjCyMWMMey/MUM7oNFpQVLRtW1XV+XxmbXRdR1sCs92+ID/x+rLMIfjedX7s5+iXZeqdORQ758x1na7raPu6OH47nff1pch6GBZYPuYI5AjkCPx3EQCyC6ynJ8I6H51kvP6vLxc9x6frurquYQoBbVKnhBBSvI4zY+onLfYXGCrpttDYy8sLeN05VxRF0zR6uqfbnuADmgTYIc/AzkU2JsjNQcwwwW6TpvAYztSmENyWrliWNGZHotj5ZAjglJ/mjcgekLLwU2E+8DrFBrpwGnCRxAhJg62hlgHQQt5gSok0mqYh8tZaGr6BuSpOuDp0LwLu+kNYfftk4PiOcIV5ciEqGJgPOJi3E1Lw+jzPXBEqDoT7CPFxB9fzX3mR/RbaD9L2U64ixkjr7W/w+ss2BNnJctoETOjSI3EQWFce2QwhibqV4YhPVaMjaPuutmQlpxp0ZP18zWmcNcZUVUW66TRgKYLXVfrWdU3DgIh2NTNsZH9nbTuOw3WNrxR7DOPopjDMcYzRD76t6sINJswuxN666lw9nOuHJuP1f/2Gm+efI5AjkCPw6QiIYhfqEt2egp5fnme8/umwf5E3vsfr1lpUInr4KP4wiJJh0AGjYKN02YDLUXrI1gM0Bl4fhqEoiqqq4ErRT4O5eQW1g/ce1bK48E/jdS1RBNCw7OJiweKpggvFAjJuOH4+QQZKmBiCg1FZaDsC7lwlgU7EuIMyuRY9/RQZBhsO6LxTUjZF8KKcyQhfSThpnwwaWMHryEiwf0Grk+aOaEjNj9chDDH+hgQKWEw3LeIQHt8jyTs6FmVcYieSeKeHYRrMl4qOFcKNCGEMpcLdfoLimZLoelE3KGWctJJ3fo0P1DHl10kri5lmWeoZlShcFO0WdB2I5qe+pZyQCRI1T7sNSrK2bYHs3vthcMPQhzCu67Kuy3WNyxKWZYrLNEc/hX7w7RRsiH2IdpxM76rWll1//gE2Nc9tRFTlQQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "761d05fa",
   "metadata": {},
   "source": [
    "所以，明白了上述思想，你就知道初始值之前的差异并不需要巨大。\n",
    "\n",
    "事实上，神经网络的初始权重通常设置在接近 0 的小范围内（如 [-0.1, 0.1] 或 [-0.01, 0.01]），或通过特定分布（如正态分布、均匀分布）生成小值，有很多好处\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "避免梯度消失 / 爆炸：\n",
    "以 sigmoid 激活函数为例，其导数在输入绝对值较大时趋近于 0（如 | x|>5 时，导数≈0）。若初始权重过大，输入 x=w・input+b 可能导致激活函数进入 “饱和区”，反向传播时梯度接近 0，权重更新缓慢（梯度消失）。\n",
    "类比：若初始权重是 “大值”，相当于让神经元一开始就进入 “极端状态”，失去对输入变化的敏感度。\n",
    "\n",
    "如果梯度相对较大，就可以让变化处于sigmoid函数的非饱和区\n",
    "\n",
    "所以其实对于不同的激活函数 ，都有对应的饱和区和非饱和区，深层网络中，饱和区会使梯度在反向传播时逐层衰减，底层参数几乎无法更新；\n",
    "\n",
    "![image-2.png](attachment:image-2.png)\n",
    "\n",
    "注意下，这里是wx后才会经过激活函数，是多个权重印象的结果，不是收到单个权重决定的，所以单个权重可以取负数，但是如果求和后仍然小于0，那么输出会为0\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "bc431a73",
   "metadata": {},
   "source": [
    "所以初始值一般不会太大，结合不同激活函数的特性，而且初始值一般是小的值。最终训练完毕可能就会出现大的差异，这样最开始让每个参数都是有用的，至于最后是不是某些参数归0（失去价值），那得看训练才知道。\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25f2c95c",
   "metadata": {},
   "source": [
    "我们来观察下pytorch默认初始化的权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "aa5c4290",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SimpleCNN(\n",
      "  (conv1): Conv2d(3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (fc): Linear(in_features=4096, out_features=10, bias=True)\n",
      ")\n",
      "\n",
      "卷积层 权重统计:\n",
      "  均值: -0.005068\n",
      "  标准差: 0.109001\n",
      "  理论标准差 (Kaiming): 0.816497\n",
      "\n",
      "全连接层 权重统计:\n",
      "  均值: -0.000031\n",
      "  标准差: 0.009038\n",
      "  理论标准差 (Kaiming): 0.022097\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "偏置统计:\n",
      "卷积层偏置 均值: -0.031176\n",
      "卷积层偏置 标准差: 0.086302\n",
      "全连接层偏置 均值: 0.003063\n",
      "全连接层偏置 标准差: 0.010418\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置设备\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# 定义极简CNN模型（仅1个卷积层+1个全连接层）\n",
    "class SimpleCNN(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SimpleCNN, self).__init__()\n",
    "        \n",
    "        # 卷积层：输入3通道，输出16通道，卷积核3x3\n",
    "        self.conv1 = nn.Conv2d(3, 16, kernel_size=3, padding=1)\n",
    "        \n",
    "        # 池化层：2x2窗口，尺寸减半\n",
    "        self.pool = nn.MaxPool2d(kernel_size=2)\n",
    "        \n",
    "        # 全连接层：展平后连接到10个输出（对应10个类别）\n",
    "        # 输入尺寸：16通道 × 16x16特征图 = 16×16×16=4096\n",
    "        self.fc = nn.Linear(16 * 16 * 16, 10)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        # 卷积+池化\n",
    "        x = self.pool(self.conv1(x))  # 输出尺寸: [batch, 16, 16, 16]\n",
    "        \n",
    "        # 展平\n",
    "        x = x.view(-1, 16 * 16 * 16)  # 展平为: [batch, 4096]\n",
    "        \n",
    "        # 全连接\n",
    "        x = self.fc(x)  # 输出尺寸: [batch, 10]\n",
    "        \n",
    "        return x\n",
    "\n",
    "# 初始化模型\n",
    "model = SimpleCNN()\n",
    "model = model.to(device)\n",
    "\n",
    "# 查看模型结构\n",
    "print(model)\n",
    "\n",
    "# 查看初始权重统计信息\n",
    "def print_weight_stats(model):\n",
    "    # 卷积层\n",
    "    conv_weights = model.conv1.weight.data\n",
    "    print(\"\\n卷积层 权重统计:\")\n",
    "    print(f\"  均值: {conv_weights.mean().item():.6f}\")\n",
    "    print(f\"  标准差: {conv_weights.std().item():.6f}\")\n",
    "    print(f\"  理论标准差 (Kaiming): {np.sqrt(2/3):.6f}\")  # 输入通道数为3\n",
    "    \n",
    "    # 全连接层\n",
    "    fc_weights = model.fc.weight.data\n",
    "    print(\"\\n全连接层 权重统计:\")\n",
    "    print(f\"  均值: {fc_weights.mean().item():.6f}\")\n",
    "    print(f\"  标准差: {fc_weights.std().item():.6f}\")\n",
    "    print(f\"  理论标准差 (Kaiming): {np.sqrt(2/(16*16*16)):.6f}\")\n",
    "\n",
    "# 改进的可视化权重分布函数\n",
    "def visualize_weights(model, layer_name, weights, save_path=None):\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    \n",
    "    # 权重直方图\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.hist(weights.cpu().numpy().flatten(), bins=50)\n",
    "    plt.title(f'{layer_name} 权重分布')\n",
    "    plt.xlabel('权重值')\n",
    "    plt.ylabel('频次')\n",
    "    \n",
    "    # 权重热图\n",
    "    plt.subplot(1, 2, 2)\n",
    "    if len(weights.shape) == 4:  # 卷积层权重 [out_channels, in_channels, kernel_size, kernel_size]\n",
    "        # 只显示第一个输入通道的前10个滤波器\n",
    "        w = weights[:10, 0].cpu().numpy()\n",
    "        plt.imshow(w.reshape(-1, weights.shape[2]), cmap='viridis')\n",
    "    else:  # 全连接层权重 [out_features, in_features]\n",
    "        # 只显示前10个神经元的权重，重塑为更合理的矩形\n",
    "        w = weights[:10].cpu().numpy()\n",
    "        \n",
    "        # 计算更合理的二维形状（尝试接近正方形）\n",
    "        n_features = w.shape[1]\n",
    "        side_length = int(np.sqrt(n_features))\n",
    "        \n",
    "        # 如果不能完美整除，添加零填充使能重塑\n",
    "        if n_features % side_length != 0:\n",
    "            new_size = (side_length + 1) * side_length\n",
    "            w_padded = np.zeros((w.shape[0], new_size))\n",
    "            w_padded[:, :n_features] = w\n",
    "            w = w_padded\n",
    "        \n",
    "        # 重塑并显示\n",
    "        plt.imshow(w.reshape(w.shape[0] * side_length, -1), cmap='viridis')\n",
    "    \n",
    "    plt.colorbar()\n",
    "    plt.title(f'{layer_name} 权重热图')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    if save_path:\n",
    "        plt.savefig(f'{save_path}_{layer_name}.png')\n",
    "    plt.show()\n",
    "\n",
    "# 打印权重统计\n",
    "print_weight_stats(model)\n",
    "\n",
    "# 可视化各层权重\n",
    "visualize_weights(model, \"Conv1\", model.conv1.weight.data, \"initial_weights\")\n",
    "visualize_weights(model, \"FC\", model.fc.weight.data, \"initial_weights\")\n",
    "\n",
    "# 可视化偏置\n",
    "plt.figure(figsize=(12, 5))\n",
    "\n",
    "# 卷积层偏置\n",
    "conv_bias = model.conv1.bias.data\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.bar(range(len(conv_bias)), conv_bias.cpu().numpy())\n",
    "plt.title('卷积层 偏置')\n",
    "\n",
    "# 全连接层偏置\n",
    "fc_bias = model.fc.bias.data\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.bar(range(len(fc_bias)), fc_bias.cpu().numpy())\n",
    "plt.title('全连接层 偏置')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('biases_initial.png')\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n偏置统计:\")\n",
    "print(f\"卷积层偏置 均值: {conv_bias.mean().item():.6f}\")\n",
    "print(f\"卷积层偏置 标准差: {conv_bias.std().item():.6f}\")\n",
    "print(f\"全连接层偏置 均值: {fc_bias.mean().item():.6f}\")\n",
    "print(f\"全连接层偏置 标准差: {fc_bias.std().item():.6f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55bec1e1",
   "metadata": {},
   "source": [
    "上图怎么看自行询问ai"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2611ee5",
   "metadata": {},
   "source": [
    "那我们监控权重图的目的是什么呢？\n",
    "\n",
    "训练时，权重会随反向传播迭代更新。通过权重分布图，能直观看到其从初始化（如随机分布）到逐渐收敛、形成规律模式的动态变化，理解模型如何一步步 “学习” 特征 。比如，卷积层权重初期杂乱，训练后可能聚焦于边缘、纹理等特定模式。\n",
    "\n",
    "识别梯度异常：\n",
    "1. 梯度消失：若权重分布越来越集中在 0 附近，且更新幅度极小，可能是梯度消失，模型难学到有效特征（比如深层网络用 Sigmoid 激活易出现 ）。\n",
    "2. 梯度爆炸：权重值突然大幅震荡、超出合理范围（比如从 [-0.1, 0.1] 跳到 [-10, 10] ），要警惕梯度爆炸，可能让训练崩溃。\n",
    "\n",
    "借助tensorboard可以看到训练过程中权重图的变化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26e3036f",
   "metadata": {},
   "source": [
    "铺垫了这么多 我们也该进入正题，来回顾一下对于卷积神经网络到底有哪些超参数，以及如何调参"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0dfda47",
   "metadata": {},
   "source": [
    "## 神经网络调参指南\n",
    "\n",
    "大部分时候，由于光是固定超参数的情况下，训练完模型就已经很耗时了，所以正常而言，基本不会采用传统机器学习的那些超参数方法，网格、贝叶斯、optuna之类的，看到一些博主用这些写文案啥的，感觉这些人都是脑子有问题的，估计也没学过机器学习直接就学深度学习了，搞混了二者的关系。\n",
    "\n",
    "工业界卡特别多的情况下，可能可以考虑，尤其是在探究一个新架构的时候，我们直接忽视这些即可，只有手动调参这一条路。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "451a442a",
   "metadata": {},
   "source": [
    "#### 参数的分类"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e18961d5",
   "metadata": {},
   "source": [
    "之前我们介绍过了，参数=外参（实例化的手动指定的）+内参，其中我们把外参定义为超参数，也就是不需要数据驱动的那些参数\n",
    "\n",
    "通常可以将超参数分为三类：网络参数、优化参数、正则化参数。\n",
    "\n",
    "- **网络参数**：包括网络层之间的交互方式（如相加、相乘或串接）、卷积核的数量和尺寸、网络层数（深度）和激活函数等。\n",
    "- **优化参数**：一般指学习率、批样本数量、不同优化器的参数及部分损失函数的可调参数。\n",
    "- **正则化参数**：如权重衰减系数、丢弃比率（dropout）。\n",
    "\n",
    "\n",
    "超参数调优的目的是优化模型，找到最优解与正则项之间的关系。网络模型优化的目的是找到全局最优解（或相对更好的局部最优解），而正则项则希望模型能更好地拟合到最优。两者虽然存在一定对立，但目标是一致的，即最小化期望风险。模型优化希望最小化经验风险，但容易过拟合，而正则项用来约束模型复杂度。因此，如何平衡两者关系，得到最优或较优的解，就是超参数调整的目标。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d187352",
   "metadata": {},
   "source": [
    "#### 调参顺序\n",
    "\n",
    "调参遵循 “先保证模型能训练（基础配置）→ 再提升性能（核心参数）→ 最后抑制过拟合（正则化）” 的思路，类似 “先建框架，再装修，最后修细节”。\n",
    "\n",
    "我们之前的课上，主要都是停留在第一步，先跑起来，如果想要更进一步提高精度，才是这些调参指南。所以下面顺序建立在已经跑通了的基础上。\n",
    "\n",
    "1. 参数初始化----有预训练的参数直接起飞\n",
    "2. batchsize---测试下能允许的最高值\n",
    "3. epoch---这个不必多说，默认都是训练到收敛位置，可以采取早停策略\n",
    "4. 学习率与调度器----收益最高，因为鞍点太多了，模型越复杂鞍点越多\n",
    "5. 模型结构----消融实验或者对照试验\n",
    "6. 损失函数---选择比较少，试出来一个即可，高手可以自己构建\n",
    "7. 激活函数---选择同样较少\n",
    "8. 正则化参数---主要是droupout，等到过拟合了用，上述所有步骤都为了让模型过拟合\n",
    "\n",
    "这个调参顺序并不固定，而且也不是按照重要度来选择，是按照方便程度来选择，比如选择少的选完后，会减小后续实验的成本。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5de4f29",
   "metadata": {},
   "source": [
    "#### 初始化参数\n",
    "\n",
    "预训练参数是最好的参数初始化方法，在训练前先找找类似的论文有无预训练参数，其次是Xavir，尤其是小数据集的场景，多找论文找到预训练模型是最好的做法。关于预训练参数，我们介绍过了，优先动深层的参数，因为浅层是通用的；其次是学习率要采取分阶段的策略。\n",
    "\n",
    "如果从0开始训练的话，PyTorch 默认用 Kaiming 初始化（适配 ReLU）或 Xavier 初始化（适配 Sigmoid/Tanh）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57d55b08",
   "metadata": {},
   "source": [
    "#### bitchsize的选择\n",
    "\n",
    "一般学生党资源都有限，所以基本都是bitchsize不够用的情况，富哥当我没说。\n",
    "当Batch Size 太小的时候，模型每次更新学到的东西太少了，很可能白学了因为缺少全局思维。所以尽可能高一点，16的倍数即可，越大越好。\n",
    "\n",
    "\n"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "2d5f8267",
   "metadata": {},
   "source": [
    "#### 学习率调整\n",
    "\n",
    "学习率就是参数更新的步长，LR 过大→不好收敛；LR 过小→训练停滞（陷入局部最优）\n",
    "\n",
    "一般最开始用adam快速收敛，然后sgd收尾，一般精度会高一点；只能选一个就adam配合调度器使用。比如 CosineAnnealingLR余弦退火调度器、StepLR固定步长衰减调度器，比较经典的搭配就是Adam + ReduceLROnPlateau，SGD + CosineAnnealing，或者Adam → SGD + StepLR。\n",
    "\n",
    "比如最开始随便选了做了一组，后面为了刷精度就可以考虑选择更精细化的策略了\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bf4962d",
   "metadata": {},
   "source": [
    "#### 激活函数的选择\n",
    "视情况选择，一般默认relu或者其变体，如leaky relu，再或者用tanh。只有二分类任务最后的输出层用sigmoid，多分类任务用softmax，其他全部用relu即可。此外，还有特殊场景下的，比如GELU（适配 Transformer）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80bfe456",
   "metadata": {},
   "source": [
    "#### 损失函数的选择"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e765ec7a",
   "metadata": {},
   "source": [
    "大部分我们目前接触的任务都是单个损失函数构成的，正常选即可\n",
    "\n",
    "分类任务：\n",
    "1. 交叉熵损失函数Cross-Entropy Loss--多分类场景\n",
    "2. 二元交叉熵损失函数Binary Cross-Entropy Loss--二分类场景\n",
    "3. Focal Loss----类别不平衡场景\n",
    "\n",
    "注意点：\n",
    "- CrossEntropyLoss内置 Softmax，输入应为原始 logits（非概率）。\n",
    "- BCEWithLogitsLoss内置 Sigmoid，输入应为原始 logits。\n",
    "- 若评价指标为准确率，用交叉熵损失；若为 F1 分数，考虑 Focal Loss 或自定义损失。\n",
    "\n",
    "回归任务\n",
    "1. 均方误差MSE\n",
    "2. 绝对误差MAE\n",
    "这个也要根据场景和数据特点来选，不同损失受到异常值的影响程度不同\n",
    "\n",
    "此外，还有一些序列任务的损失、生成任务的损失等等，以后再提\n",
    "\n",
    "\n",
    "后面会遇到一个任务中有多个损失函数构成，比如加权成一个大的损失函数，就需要注意到二者的权重配比还有数量级的差异。\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba89e727",
   "metadata": {},
   "source": [
    "#### 模型架构中的参数\n",
    "\n",
    "比如卷积核尺寸等，一般就是7*7、5*5、3*3这种奇数对构成，其实我觉得无所谓，最开始不要用太过分的下采样即可。\n",
    "\n",
    "神经元的参数，直接用 Kaiming 初始化（适配 ReLU，PyTorch 默认）或 Xavier 初始化（适配 Sigmoid/Tanh）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67f4858d",
   "metadata": {},
   "source": [
    "#### 正则化系数\n",
    "\n",
    "droupout一般控制在0.2-0.5之间，这里说一下小技巧，先追求过拟合后追求泛化性。也就是说先把模型做到过拟合，然后在慢慢增加正则化程度。\n",
    "\n",
    "正则化中，如果train的loss可以很低，但是val的loss还是很高，则说明泛化能力不强，优先让模型过拟合，在考虑加大正则化提高泛化能力，可以分模块来droupout，可以确定具体是那部分参数导致过拟合，这里还有个小trick是引入残差链接后再利用droupout\n",
    "\n",
    "L2权重衰减这个在优化器中就有，这里提一下，也可以算是正则化吧。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1e680be",
   "metadata": {},
   "source": [
    "#### 其他补充"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6457cde9",
   "metadata": {},
   "source": [
    "对于复杂的项目，尽可能直接对着别人已经可以跑通的源码来改。----注意是可以跑通的，目前有很多论文的开源都是假开源。\n",
    "\n",
    "在调参过程中可以监控tensorboard来关注训练过程。\n",
    "\n",
    "无论怎么调参，提升的都是相对较小，优先考虑数据+特征工程上做文章。还有很多试验灌水的方法，自行搜索即可。实际上这些都是小问题，不做实验直接出结果的都大有人在，难绷\n",
    "\n",
    "今天说的内容其实相对而言比较基础，非常多的trick现在提也没有价值，主要都是随便一试出来了好结果然后编个故事，不具有可以系统化标准化的理解，掌握到今天说的这个程度够用咯.大家现阶段能把复杂的模型跑通和理解已经实属不易。"
   ]
  }
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